{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f944efaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "from scipy.stats import ttest_ind\n",
    "import pylab\n",
    "\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fbad349f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def dataslicing(dataframe, path,  mode = 'inclusive'):\n",
    "\n",
    "    ##########################\n",
    "    #### - Inclusive Mode ####\n",
    "    ##########################\n",
    "    if mode == 'inclusive':\n",
    "        ##### TikTok (climate)\n",
    "        print('TikTok: climate')\n",
    "        tiktok_c_he = df[(df['platform'] == 'TikTok') & (df['issue'] == 'climate') & (df['male'] == True)]\n",
    "        print('he:', len(tiktok_c_he))\n",
    "        tiktok_c_she = df[(df['platform'] == 'TikTok') & (df['issue'] == 'climate') & (df['female'] == True)]\n",
    "        print('she:', len(tiktok_c_she))\n",
    "        tiktok_c_we = df[(df['platform'] == 'TikTok') & (df['issue'] == 'climate') & (df['neutral'] == True)]\n",
    "        print('we:', len(tiktok_c_we))\n",
    "        print('\\n')\n",
    "\n",
    "\n",
    "        ##### TikTok (vaccine)\n",
    "        print('TikTok: vaccine')\n",
    "        tiktok_v_he = df[(df['platform'] == 'TikTok') & (df['issue'] == 'vaccine') & (df['male'] == True)]\n",
    "        print('he:', len(tiktok_v_he))\n",
    "        tiktok_v_she = df[(df['platform'] == 'TikTok') & (df['issue'] == 'vaccine') & (df['female'] == True)]\n",
    "        print('she:', len(tiktok_v_she))\n",
    "        tiktok_v_we = df[(df['platform'] == 'TikTok') & (df['issue'] == 'vaccine') & (df['neutral'] == True)]\n",
    "        print('we:', len(tiktok_v_we))\n",
    "        print('\\n')\n",
    "\n",
    "\n",
    "        ##### YouTube (climate)\n",
    "        print('YouTube: climate')\n",
    "        youtube_c_he = df[(df['platform'] == 'YouTube') & (df['issue'] == 'climate') & (df['male'] == True)]\n",
    "        print('he:', len(youtube_c_he))\n",
    "        youtube_c_she = df[(df['platform'] == 'YouTube') & (df['issue'] == 'climate') & (df['female'] == True)]\n",
    "        print('she:', len(youtube_c_she))\n",
    "        youtube_c_we = df[(df['platform'] == 'YouTube') & (df['issue'] == 'climate') & (df['neutral'] == True)]\n",
    "        print('we:', len(youtube_c_we))\n",
    "        print('\\n')\n",
    "\n",
    "\n",
    "        ##### YouTube (vaccine)\n",
    "        print('YouTube: vaccine')\n",
    "        youtube_v_he = df[(df['platform'] == 'YouTube') & (df['issue'] == 'vaccine') & (df['male'] == True)]\n",
    "        print('he:', len(youtube_v_he))\n",
    "        youtube_v_she = df[(df['platform'] == 'YouTube') & (df['issue'] == 'vaccine') & (df['female'] == True)]\n",
    "        print('she:', len(youtube_v_she))\n",
    "        youtube_v_we = df[(df['platform'] == 'YouTube') & (df['issue'] == 'vaccine') & (df['neutral'] == True)]\n",
    "        print('we:', len(youtube_v_we))\n",
    "     \n",
    " \n",
    "\n",
    "    ##########################\n",
    "    #### - Exclusive Mode ####\n",
    "    ##########################\n",
    "    if mode == 'exclusive':\n",
    "        ##### TikTok (climate)\n",
    "        print('TikTok: climate')\n",
    "        tiktok_c_he = df[(df['platform'] == 'TikTok') & (df['issue'] == 'climate') & (df['male'] == True) & (df['female'] == False)] # & (df['neutral'] == False)\n",
    "        print('he:', len(tiktok_c_he))\n",
    "        tiktok_c_she = df[(df['platform'] == 'TikTok') & (df['issue'] == 'climate') & (df['female'] == True) & (df['male'] == False)] # & (df['neutral'] == False)\n",
    "        print('she:', len(tiktok_c_she))\n",
    "        tiktok_c_we = df[(df['platform'] == 'TikTok') & (df['issue'] == 'climate') & (df['neutral'] == True) & (df['female'] == False) & (df['male'] == False)]\n",
    "        print('we:', len(tiktok_c_we))\n",
    "        print('\\n')\n",
    "\n",
    "\n",
    "        ##### TikTok (vaccine)\n",
    "        print('TikTok: vaccine')\n",
    "        tiktok_v_he = df[(df['platform'] == 'TikTok') & (df['issue'] == 'vaccine') & (df['male'] == True) & (df['female'] == False)] # & (df['neutral'] == False)\n",
    "        print('he:', len(tiktok_v_he))\n",
    "        tiktok_v_she = df[(df['platform'] == 'TikTok') & (df['issue'] == 'vaccine') & (df['female'] == True) & (df['male'] == False)] # & (df['neutral'] == False)\n",
    "        print('she:', len(tiktok_v_she))\n",
    "        tiktok_v_we = df[(df['platform'] == 'TikTok') & (df['issue'] == 'vaccine') & (df['neutral'] == True) & (df['female'] == False) & (df['male'] == False)]\n",
    "        print('we:', len(tiktok_v_we))\n",
    "        print('\\n')\n",
    "\n",
    "        ##### YouTube (climate)\n",
    "        print('YouTube: climate')\n",
    "        youtube_c_he = df[(df['platform'] == 'YouTube') & (df['issue'] == 'climate') & (df['male'] == True) & (df['female'] == False)] # & (df['neutral'] == False)\n",
    "        print('he:', len(youtube_c_he))\n",
    "        youtube_c_she = df[(df['platform'] == 'YouTube') & (df['issue'] == 'climate') & (df['female'] == True) & (df['male'] == False)] # & (df['neutral'] == False)\n",
    "        print('she:', len(youtube_c_she))\n",
    "        youtube_c_we = df[(df['platform'] == 'YouTube') & (df['issue'] == 'climate') & (df['neutral'] == True) & (df['female'] == False) & (df['male'] == False)] \n",
    "        print('we:', len(youtube_c_we))\n",
    "        print('\\n')\n",
    "\n",
    "\n",
    "        ##### YouTube (vaccine)\n",
    "        print('YouTube: vaccine')\n",
    "        youtube_v_he = df[(df['platform'] == 'YouTube') & (df['issue'] == 'vaccine') & (df['male'] == True) & (df['female'] == False)] # & (df['neutral'] == False)\n",
    "        print('he:', len(youtube_v_he))\n",
    "        youtube_v_she = df[(df['platform'] == 'YouTube') & (df['issue'] == 'vaccine') & (df['female'] == True) & (df['male'] == False)] # & (df['neutral'] == False)\n",
    "        print('she:', len(youtube_v_she))\n",
    "        youtube_v_we = df[(df['platform'] == 'YouTube') & (df['issue'] == 'vaccine') & (df['neutral'] == True) & (df['female'] == False) & (df['male'] == False)] \n",
    "        print('we:', len(youtube_v_we))\n",
    "        \n",
    "\n",
    "    return tiktok_c_she, tiktok_c_he, tiktok_c_we, tiktok_v_she, tiktok_v_he, tiktok_v_we, youtube_c_she, youtube_c_he, youtube_c_we, youtube_v_she, youtube_v_he, youtube_v_we\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be9f7e7e",
   "metadata": {},
   "source": [
    "### Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4deb4163",
   "metadata": {},
   "source": [
    "##### Master dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "245a467b",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '../Replication_data/' #please adjust if needed for your data path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "57eb4616",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/rn/5kfwcl8x3vz0nsfc1h0dj4zm0000gq/T/ipykernel_49190/2582418133.py:1: FutureWarning: Inferring datetime64[ns, UTC] from data containing strings is deprecated and will be removed in a future version. To retain the old behavior explicitly pass Series(data, dtype=datetime64[ns, UTC])\n",
      "  df = pd.read_excel(path + 'moral scored_final_dataset_march_22_2023.xlsx') #read the first sheet\n"
     ]
    },
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       "      <td>Jocelyn C Stewart</td>\n",
       "      <td>PSA: Upgrade discharge after COVID-19 vaccinat...</td>\n",
       "      <td>2022-12-31 21:53:30+00:00</td>\n",
       "      <td>https://www.junkipedia.org/rails/active_storag...</td>\n",
       "      <td>12764.0</td>\n",
       "      <td>716.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.043714</td>\n",
       "      <td>0.001746</td>\n",
       "      <td>0.045459</td>\n",
       "      <td>0.047205</td>\n",
       "      <td>0.001473</td>\n",
       "      <td>-0.002185</td>\n",
       "      <td>0.031686</td>\n",
       "      <td>0.033871</td>\n",
       "      <td>0.065558</td>\n",
       "      <td>0.005899</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13745 rows × 51 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0.1  Unnamed: 0        video_id                channel_id  \\\n",
       "0                 0           0  id:bW3IQ-ke43w  UCZaT_X_mc0BI-djXOlfhqWQ   \n",
       "1                 1           1  id:waBWX2dBGOI  UCY30JRSgfhYXA6i6xX1erWg   \n",
       "2                 2           2  id:rhQVustYV24  UCwWhs_6x42TyRM4Wstoq8HA   \n",
       "3                 3           3  id:TMrtLsQbaok  UCIRYBXDze5krPDzAEOxFGVA   \n",
       "4                 4           4  id:RkdbSxyXftc  UCZWlSUNDvCCS1hBiXV0zKcA   \n",
       "...             ...         ...             ...                       ...   \n",
       "13740         13740       13740        88415835                  14762950   \n",
       "13741         13741       13741        92265721                   1435134   \n",
       "13742         13742       13742        88415841                  14762952   \n",
       "13743         13743       13743        88598358                  13988980   \n",
       "13744         13744       13744        88840071                  13475711   \n",
       "\n",
       "                         channel_title  \\\n",
       "0                            VICE News   \n",
       "1                                Smosh   \n",
       "2      The Daily Show with Trevor Noah   \n",
       "3                        Guardian News   \n",
       "4                              PragerU   \n",
       "...                                ...   \n",
       "13740                       king_londo   \n",
       "13741                  Taylor Sprenger   \n",
       "13742           Is Lauren Your Lawyer?   \n",
       "13743           Adrianne Lucretia ðŸ¥°   \n",
       "13744                Jocelyn C Stewart   \n",
       "\n",
       "                                       video_description  \\\n",
       "0      Watch our full-length documentary on Greta and...   \n",
       "1      BLOOPERS & MORE! â–ºâ–º http://smo.sh/1orXjaN\\...   \n",
       "2      Sixteen-year-old climate activist Greta Thunbe...   \n",
       "3      'You have stolen my dreams and my childhood wi...   \n",
       "4      Since time immemorial, our climate has been an...   \n",
       "...                                                  ...   \n",
       "13740  Salute to all my independent sovereign thinker...   \n",
       "13741  And proud #fyp #vaccine #countrytiktok #carhar...   \n",
       "13742  Can you stop the other parent from vaccinating...   \n",
       "13743  Shots day again ðŸ¥¹ #shots #baby #cutie #sixm...   \n",
       "13744  PSA: Upgrade discharge after COVID-19 vaccinat...   \n",
       "\n",
       "             video_publish_date  \\\n",
       "0     2019-09-23 17:22:00+00:00   \n",
       "1     2016-02-19 20:00:00+00:00   \n",
       "2     2019-09-14 13:00:00+00:00   \n",
       "3     2019-09-23 15:22:00+00:00   \n",
       "4     2015-07-27 07:05:00+00:00   \n",
       "...                         ...   \n",
       "13740 2022-12-24 14:48:53+00:00   \n",
       "13741 2022-12-26 17:08:40+00:00   \n",
       "13742 2022-12-27 17:09:09+00:00   \n",
       "13743 2022-12-28 17:52:31+00:00   \n",
       "13744 2022-12-31 21:53:30+00:00   \n",
       "\n",
       "                                         video_thumbnail  video_view_count  \\\n",
       "0       https://i.ytimg.com/vi/bW3IQ-ke43w/hqdefault.jpg         5052627.0   \n",
       "1       https://i.ytimg.com/vi/waBWX2dBGOI/hqdefault.jpg         4743612.0   \n",
       "2       https://i.ytimg.com/vi/rhQVustYV24/hqdefault.jpg         4115184.0   \n",
       "3       https://i.ytimg.com/vi/TMrtLsQbaok/hqdefault.jpg         4030432.0   \n",
       "4       https://i.ytimg.com/vi/RkdbSxyXftc/hqdefault.jpg         3653015.0   \n",
       "...                                                  ...               ...   \n",
       "13740  https://www.junkipedia.org/rails/active_storag...           10922.0   \n",
       "13741  https://www.junkipedia.org/rails/active_storag...           31269.0   \n",
       "13742  https://www.junkipedia.org/rails/active_storag...           65831.0   \n",
       "13743  https://www.junkipedia.org/rails/active_storag...         1209384.0   \n",
       "13744  https://www.junkipedia.org/rails/active_storag...           12764.0   \n",
       "\n",
       "       video_like_count  ... sanctity_valence sanctity_positive  \\\n",
       "0               95485.0  ...        -0.031312          0.008515   \n",
       "1               92114.0  ...        -0.018002          0.010549   \n",
       "2              110654.0  ...        -0.020915          0.006775   \n",
       "3               53115.0  ...        -0.017990          0.012413   \n",
       "4               44027.0  ...        -0.014523          0.011561   \n",
       "...                 ...  ...              ...               ...   \n",
       "13740            1650.0  ...         0.039061          0.049140   \n",
       "13741            5243.0  ...         0.114840          0.114840   \n",
       "13742            9540.0  ...        -0.023810          0.003158   \n",
       "13743          132791.0  ...        -0.031576          0.006895   \n",
       "13744             716.0  ...        -0.043714          0.001746   \n",
       "\n",
       "      sanctity_negative  sanctity_strength sanctity_ambivalence  \\\n",
       "0              0.039827           0.048343             0.002491   \n",
       "1              0.028551           0.039100             0.002514   \n",
       "2              0.027690           0.034465             0.001305   \n",
       "3              0.030403           0.042816             0.002876   \n",
       "4              0.026084           0.037645             0.001960   \n",
       "...                 ...                ...                  ...   \n",
       "13740          0.010079           0.059219             0.003832   \n",
       "13741          0.000000           0.114840             0.000000   \n",
       "13742          0.026969           0.030127             0.000984   \n",
       "13743          0.038470           0.045365             0.001474   \n",
       "13744          0.045459           0.047205             0.001473   \n",
       "\n",
       "      liberty_valence  liberty_positive  liberty_negative  liberty_strength  \\\n",
       "0           -0.034399          0.011715          0.046113          0.057828   \n",
       "1           -0.016104          0.013391          0.029494          0.042885   \n",
       "2           -0.054547          0.006637          0.061184          0.067822   \n",
       "3           -0.052255          0.008758          0.061012          0.069770   \n",
       "4           -0.038399          0.008735          0.047134          0.055869   \n",
       "...               ...               ...               ...               ...   \n",
       "13740       -0.028286          0.007433          0.035719          0.043152   \n",
       "13741        0.039140          0.039140          0.000000          0.039140   \n",
       "13742       -0.030244          0.018266          0.048509          0.066775   \n",
       "13743       -0.079528          0.000000          0.079528          0.079528   \n",
       "13744       -0.002185          0.031686          0.033871          0.065558   \n",
       "\n",
       "      liberty_ambivalence  \n",
       "0                0.003866  \n",
       "1                0.002497  \n",
       "2                0.002969  \n",
       "3                0.004750  \n",
       "4                0.003353  \n",
       "...                   ...  \n",
       "13740            0.001879  \n",
       "13741            0.000000  \n",
       "13742            0.005377  \n",
       "13743            0.000780  \n",
       "13744            0.005899  \n",
       "\n",
       "[13745 rows x 51 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(path + 'moral scored_final_dataset_march_22_2023.xlsx') #read the first sheet\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "70abadc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        YouTube\n",
       "1        YouTube\n",
       "2        YouTube\n",
       "3        YouTube\n",
       "4        YouTube\n",
       "          ...   \n",
       "13740     TikTok\n",
       "13741     TikTok\n",
       "13742     TikTok\n",
       "13743     TikTok\n",
       "13744     TikTok\n",
       "Name: platform, Length: 13745, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.platform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3c6df474",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TikTok: climate\n",
      "he: 95\n",
      "she: 70\n",
      "we: 494\n",
      "\n",
      "\n",
      "TikTok: vaccine\n",
      "he: 75\n",
      "she: 80\n",
      "we: 99\n",
      "\n",
      "\n",
      "YouTube: climate\n",
      "he: 782\n",
      "she: 233\n",
      "we: 1862\n",
      "\n",
      "\n",
      "YouTube: vaccine\n",
      "he: 268\n",
      "she: 153\n",
      "we: 678\n"
     ]
    }
   ],
   "source": [
    "tiktok_c_she, tiktok_c_he, tiktok_c_we, tiktok_v_she, tiktok_v_he, tiktok_v_we, youtube_c_she, youtube_c_he, youtube_c_we, youtube_v_she, youtube_v_he, youtube_v_we = dataslicing(df, path, 'exclusive')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24054ebf",
   "metadata": {},
   "source": [
    "### Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "721cd563",
   "metadata": {},
   "source": [
    "#### Test normality\n",
    "- https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.kstest.html\n",
    "- Most are normally distributed\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8e31d150",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 1 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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GDRsyc+bM9LLatWvTvn17Jk2adMV7mzVrRv369Zk6dapDeefOnUlMTOSLL75IL2vVqhWlSpVi6dKlLsWVmJhIyZIlSUhIoESJEq6/IRERkbzql1+sQ0v37AEfHxgzBkaNAl9fT0eWbdz5/vZYD1BSUhI7duwgLCzMoTwsLIzNmzdnud0tW7ZkaLNly5ZXbPPixYskJiY6PERERAoEY6yzu26/3Up+KlSw5vq89FKBSn7c5bEEKD4+HrvdTlBQkEN5UFAQcXFxWW43Li7O7TYnTZpEyZIl0x+VK1fO8uuLiIjkGWfPWsNd/fpZK77Cwqwhr2bNPB2Zx3l8ErTNZnO4NsZkKMvpNkeOHElCQkL64/Dhw9f0+iIiIh73448QEgKLF1s9Pa+8Al98AeXKeTqyPMFj073LlCmDr69vhp6Z48ePZ+jBcUf58uXdbjMgIICAgIAsv6aIiEieYYy1tH3IELh40VrWvmwZ3H23pyPLUzzWA+Tv709ISAiRkZEO5ZGRkTRt2jTL7TZp0iRDm+vXr7+mNkVERPKFxERrU8MBA6zk58EHrSEvJT8ZeHTB/7Bhw+jRoweNGjWiSZMmzJkzh0OHDjFgwADAGpo6evQoixYtSr9n165dAJw9e5YTJ06wa9cu/P39qVOnDgBDhgzhnnvu4bXXXqNdu3Z88sknfPnll2zatCnX35+IiEiu+eEH6NwZ/vjD2s9n0iQYNsxa8SUZeDQB6ty5M3///Tfjx48nNjaWunXrsnbtWqpWrQpYGx9evidQgwYN0n/fsWMHS5YsoWrVqhw4cACApk2bsmzZMl588UVGjx5NzZo1Wb58OY0bN8619yUiIpJrjLEOMH32WUhKsg4vXb4c7rzT05HlaR7dByiv0j5AIiKSL5w+DY8/DqtWWdft2llL3q+/3qNheYo739/es+e1iIhIQfL999aQV0wM+PnB5MnwzDPWuV5O2O0QHQ2xsdZWQKGhXr0NkBIgERGRfMUYePttGD4ckpOhenVryOv22zO9JSLCWhR25Mi/ZcHBVjMdOuRCzHmQZkaJiIjkFydPQvv2MHSolfx07GhNfr5K8vPoo47JD8DRo1Z5RETOhpxXKQESERHJD7Zsgfr1Yc0a8Pe3Jj5/9BFcd12mt9jtVs+Ps9m+aWXh4VY9b6MESEREJC9LTYXXX7cm7Rw+DLVqwdatMHBgpvN90kRHZ+z5uZQxVpPR0dkccz6gOUAiIiJ5VXy8dZbXF19Y1126wOzZ4OIK5dhY117G1XoFiXqARERE8iB7VDQXa9eHL77A7h9I6qw5sGSJy8kPWKu9srNeQaIESEREJC9JTeWXbhOheTMC4o/yKzfRIOk7qr7cn4iP3TssPDTUWu2V2UiZzQaVK1v1vI0SIBERkbzir7/4q2Erbln6Ir6ksogeNGI7P3FrllZt+fpaS90hYxKUdj11qnfuB6QESERExEV2O0RFwdKl1s+rrZ5yq/7XX2Pq1ydodyTnKUwf5tOL9zlHMSDrq7Y6dICVK61D4S8VHGyVe+s+QDoKwwkdhSEiIpdzdzNBl+vb7TBhAowfD8bwM7fQiRXspU6msWzYAM2auRe/N+wEraMwREREslHaZoKXdxmkDUtd3pPicv3YWOje3cpogD+b9eWOqHf5hyJXjCcrq7Z8fd1PmgoyDYGJiIhcgbubCbpc/4v1cNttVvJTtCh88AGHx8y7avID3rlqK7spARIREbkCdzcTvFp9H5PCk4dH4fNgKzhxAm69FXbsgMce06qtXKQESERE5Arc3UzwSvUrcYSvuY9RvILNGHjySWtX55tuArRqKzcpARIRESHzFVvubiaYWf3WrGUX9bmHaBIpzi+jl8GsWVC4sEM9rdrKHVoF5oRWgYmIeJcrrdhq1w6qVbMmMDv7xrTZrLoxMVbPjN3uWL8QyUxkFMOZDMAOGhJefjlRR2pdsSfHG1ZtZTd3vr+VADmhBEhExHtktmIrbchp5Urr56OPWj8vrXdpHWerwKqYgyylC03YCsC7PM1/mcySVQHqyckB7nx/awhMRES8lqsrttq1c29YqkMH+Hb4J+yyNaAJWzlNSTqwismV31Hyk0doHyAREfFa7qzw6tDBSoSuOiyVlATPP0+TqVMBSLz5dr4ZsJxnbquuYaw8RAmQiIh4LXdXeF11M8GYGOjcGb7/3roeOpQSr75KW3//awlTcoASIBER8VrurvC6olWroF8/SEiAUqVg4UJo2/ZawpMcpDlAIiLitbJl48ELF2DwYGvWc0ICNGkCO3cq+cnjlACJiIjXuuaNB//4A5o2henTrevhw2HjRqhaNSfClWykBEhERAq8zDY5hGvYeHDZMmjY0OrtKV0aPv8cXnsN/Pxy6F1IdtIcIBERKdCutMlhWnLj8govgH/+gaFDYfZs6/ruu63MKjg4x9+LZB9thOiENkIUESkYXNnk0K09eX77DTp1gh9/tBp54QUYOxYKqT8hL9BGiCIi4vVc3eTw0uGwK1q8GEJCrOSnbFlYtw5eflnJTz6lBEhERAokdzY5vKLz563l7T16wLlz0Lw57N4NYWHZGq/kLiVAIiJSILm7yaFTe/bA7bfD/PnWkNfYsRAZ6foGQpJnqd9OREQKpGva5NAYayPDQYOsSc/ly8OSJVbvjxQI6gESEZECKcubHJ49C716Qd++VvLTogXs2qXkp4BRAiQiIgVSljY5/PFHa8jrgw/AxwcmTrQmOwcF5UbIkouUAImISIHl8iaHxsDcudC4Mfz6q3VDVJS1zN1HX5UFkeYAiYhIgXbVTQ4TE+HJJ62dnQFat4ZFi6BMGY/FLDlPCZCIiBR4vr7QrJmTJ3butDY2/OMPq9KkSfDss+r18QJKgERExPsYAzNmwLBhkJQEVapYPUBNmng6MsklSoBERMS7nD4Njz8Oq1ZZ123bwoIFcP31Hg1Lcpf6+ERExHt8/711gvuqVdap7VOmwOrVSn68kHqARESk4DPGWhM/fDgkJ0P16rB8ubXkXbySEiARESnYTp6EPn1gzRrrumNHeO89uO46j4YlnqUhMBERKbi2bIEGDazkx98f3n0XPvpIyY+oB0hERPI/u/2yfX7uSsV36pvWRoYpKVCzJqxYYc3/EUEJkIiI5BMZkpz/38wwIgKGDIEjR6x6pYlneWAv7r+w1iro3BnmzIESJTwXvOQ5SoBERCTPuzzJAes4i65d4Y03rDnOAHcTzVK6EnzhKBcIYM+T79BwZv/MT0QVr6UESERE8pTLe3ri463NmtOSnDRHjsDkydbvNlIZwauM5yUKYedXbqIzKzi19lZiUi878FQEJUAiIpKHOOvp8fXNmPxcqizHWcxjhBEJwCJ6MJAZnKMYHLaSKafHYIhXUwIkIiJ5QkQEPPpoxmTHbs/8nmZsYAndqEAc5ynMYKaxgD7Av0NesbE5E6/kb0qARETEIy4d6ipXzur5uVJPz6V8sPMiL/MS4/EllV+oQydWsIdbMtStUCGbA5cCQQmQiIjkOmdDXa4qTyyLeYz7+RqAefTlad7lH4o41LPZrInSoaHZEbEUNEqAREQkV2U21OWKB4hkMY8RxHHOUpSnmMlieliLvC5pL23R19SpmgAtznl8J+gZM2ZQvXp1AgMDCQkJITo6+or1N27cSEhICIGBgdSoUYNZs2ZlqDN16lRuuukmChcuTOXKlRk6dCgXLlzIqbcgIiJXYLdDVBQsXQpffeXeUFcaX1KYwIv8j5YEcZzd3MrtbOdDWw/++1+oVMmxfnAwrFwJHTpk29uQgsZ40LJly4yfn5+ZO3eu2bNnjxkyZIgpWrSoOXjwoNP6+/fvN0WKFDFDhgwxe/bsMXPnzjV+fn5m5cqV6XUWL15sAgICzIcffmhiYmLM//73P1OhQgUTHh7uclwJCQkGMAkJCdf8HkVEvNmqVcYEBxtjpTxZe1TisNlIaHrBTJ40gZw3lStb7RtjTEqKMRs2GLNkifUzJcWT71o8xZ3vb5sxWemEzB6NGzemYcOGzJw5M72sdu3atG/fnkmTJmWo//zzz7NmzRr27t2bXjZgwAB2797Nli1bABg8eDB79+7lq6++Sq/z7LPPsm3btqv2LqVJTEykZMmSJCQkUEI7h4qIZMm1DHWlacUXLKInZYknuXBx9j03h921uzjsBC2Sxp3vb48NgSUlJbFjxw7CwsIcysPCwti8ebPTe7Zs2ZKhfsuWLdm+fTvJyckA3H333ezYsYNt27YBsH//ftauXcuDDz6YaSwXL14kMTHR4SEiIllnt2dtqCtNIZJ5lef5gjaUJZ7T1Rvgt3sHdcZ3oWtXa18fJT9yLTw2CTo+Ph673U5QUJBDeVBQEHFxcU7viYuLc1o/JSWF+Ph4KlSoQJcuXThx4gR33303xhhSUlJ46qmnGDFiRKaxTJo0iXHjxl37mxIREcBa3p6VFV42G9wedIj/Xd+F6/ZYPfupgwZz3RuTITAwm6MUb+bxSdC2y85nMcZkKLta/UvLo6KimDhxIjNmzOCHH34gIiKCzz77jAkTJmTa5siRI0lISEh/HD58OKtvR0REyNrmgzYbPGzWEH22vpX8lCwJK1fiM+1dJT+S7TzWA1SmTBl8fX0z9PYcP348Qy9PmvLlyzutX6hQIUqXLg3A6NGj6dGjB48//jgA9erV49y5czzxxBOMGjUKH5+MOV9AQAABAQHZ8bZERAT3Nx/0I4npRUfQ/+wUOAvcfjssWwY1auRIfCIe6wHy9/cnJCSEyMhIh/LIyEiaNm3q9J4mTZpkqL9+/XoaNWqEn58fAOfPn8+Q5Pj6+mKMwYPzvUVEvEpoqLUUPbMO/bRNCr/8Ej6ZGkP8zaFW8gMQHg6bNin5kRzl0SGwYcOG8d577zF//nz27t3L0KFDOXToEAMGDACsoamePXum1x8wYAAHDx5k2LBh7N27l/nz5zNv3jyee+659DoPP/wwM2fOZNmyZcTExBAZGcno0aNp27YtvpoxJyKSK3x94e23rd8vT4LSrt9+G+5PiKDtmAaU+HUbXHcdrF4NU6aAv39uhiveKCfX47ti+vTppmrVqsbf3980bNjQbNy4Mf25Xr16mXvvvdehflRUlGnQoIHx9/c31apVMzNnznR4Pjk52YwdO9bUrFnTBAYGmsqVK5uBAweaU6dOuRyT9gESEckezvYBqlzZmI+XXTBm8OB/C++805gDBzwdruRz+WYfoLxK+wCJiGSfSw89rVABQiv8gW+3zvDDD1aF//4XJk6E/5/KIJJV7nx/6ywwERHJUb6+1r49ACxfDm37w5kzULo0vP8+XGGfNpGc4vFl8CIi4gX++QcGDIAuXazk5+67YdcuJT/iMUqAREQkZ/32G9x5J8yebc2AHjUKNmywloGJeIiGwEREJNtcPt/nnkOL8Rk4AM6dg7Jl4cMPoUULT4cpogRIRESyR0SEdf7XkSNQmPO8y9M0Y771ZPPmVvLj7g6JIjlECZCIiGTJpb09+/bB2LHWmvba7GEFnajLL6RiYwIvUe+p0XSooL3YJO9QAiQiIm67tLfnUr1YyHQGUZTzxFKe7nxIlO0+gp+Fdh10grvkHZoELSIibomIgEcfdUx+inKWhfRiIX0oynnW04L67GID92EMHD5s9RaJ5BVKgERExGV2u9Xzc+kWuvX4ke+5nV4swo4Po3iZVqzjOI4HW2flhHiRnKIhMBERcVl09KU9P4b+zOVthlCYCxylIl1ZSjT3OL1X858lL1ECJCIiV5U24XnVKuu6OInM5km6sgyAtbSmF+8TT9kM96ad/B4ampsRi1yZEiAREbmiyyc812cnK+jEDfxBCr68wCu8wXMYJ7Mq0k5+nzpVE6Alb1ECJCIimUqb8GzN+TE8xUymMJQAkjhEZbqwjC00zfT+4GAr+enQIbciFnGNEiAREXHq0gnPJUjgPR7nP6wEYA0P05uFnOL69Po2m1V33Di44Yb/P/k9VD0/kjcpARIREafSJjyHsJ3ldKYm+0nCj+d5jamEAzaH+urtkfxECZCIiDgVe8zwDO8wmf/iTzIxVKMzy/meOxzqDR4MHTuqt0fyFyVAIiKS0alTPDCzL11ZDcAqOtCPeSRwXYaqHTtCs2a5Gp3INdNGiCIi4ui776BBA8puWs1F/Hmad3mUlRmSH5sNKlfW8nbJn5QAiYiIJTUV3nwT7r4bDh6EmjX5dvIWptsGY7M5zvfR8nbJ75QAiYgI/P03tG0Lzz0HKSkcb9aJj0b+gE+jhqxYAZUqOVYPDoaVKzXhWfIvzQESEfF2mzZB165w5Ah2vwBGFX2b16KegCirmyc4GN56C8qWtc7z0vJ2KQjc7gE6fPgwRy45Anjbtm2Eh4czZ86cbA1MRERyWGoqTJpkzWA+coQzFW8kJPk7Xjv9JJcucT96FDp3hpMnrTypWTMlP5L/uZ0AdevWjQ0bNgAQFxdHixYt2LZtGy+88ALjx4/P9gBFRCQHHD8ObdrACy+A3U5qt+7cznZ2c1uGqmknv4eHW5sjihQEbidAP//8M3fcYe0BsWLFCurWrcvmzZtZsmQJCxcuzO74REQku0VFQf368L//QeHCMG8e3zz+Ab8dK57pLcbA4cPW5ogiBYHbCVBycjIBAQEAfPnll7Rt2xaAm2++mdjY2OyNTkREso/dDuPHw/33W5N5ateGbdugb19i42xXvx/rNpGCwO0E6JZbbmHWrFlER0cTGRlJq1atADh27BilS5fO9gBFRCQbxMVBWBiMGWPN/enTB77/HurWBayJza5wtZ5IXud2AvTaa68xe/ZsmjVrRteuXbntNmu8eM2aNelDYyIikod8+SXcdht8/TUUKQLvvw/z50PRoulVQkOt1V62TDqCtOmhFDRuL4Nv1qwZ8fHxJCYmUqpUqfTyJ554giJFimRrcCIicg1SUmDsWHjlFWsST716sGIF3Hxzhqq+vvD22/Doo/+e6p5Gmx5KQZSljRCNMezYsYPZs2dz5swZAPz9/ZUAiYjkFUePWnN9Jk60spn+/a0jLpwkP2k6dLA2N9Smh+INbMZcmudf3cGDB2nVqhWHDh3i4sWL/P7779SoUYPw8HAuXLjArFmzcirWXJOYmEjJkiVJSEigRIkSng5HRMQ969ZBjx4QHw/FisGcOdYGPi6y263VXtr0UPIbd76/3R4CGzJkCI0aNWL37t0Ok54feeQRHn/8cfejFRGR7JGcDKNHw2uvWdf161tDXjfckF7l8uSmaVPYvDljsqPT3aWgczsB2rRpE99++y3+/v4O5VWrVuXo0aPZFpiIiLjh0CGrl2fzZut64EDrYNPAwPQqEREwZAhcspk/vr6OmxsGB1tzgTTcJQWd23OAUlNTsTvZCvTIkSMUL575JloiIpJDPv0UGjSwkp8SJeCjj2D69AzJz6OPOiY/kHFn56NHrXoREbkQt4gHuZ0AtWjRgqlTp6Zf22w2zp49y5gxY2jTpk12xiYiIleSlATPPmud4n7yJDRqBDt3WhnMJex2q+fHlRmfOvZCvIXbCdCUKVPYuHEjderU4cKFC3Tr1o1q1apx9OhRXksbdxYRkZx14ADcc491TDtYGc6mTVCjhkM1ux3efTdjz8+V6NgL8QZuzwGqWLEiu3btYunSpfzwww+kpqbSr18/unfvTuHChXMiRhERudTHH0PfvnD6NFx3HSxYAO3bZ6jmbM6PO3TshRRkbi+D9wZaBi8iedLFizB8OLzzjnV9552wbBlUrZpeJW2V1yefWBsXXosNG7QaTPKXHF0Gv2jRois+37NnT3ebFBGRq/nzT+jcGXbssK6few5eeQW7jx/RUVZvzb59MHdu1nt80ths1mowHXshBZnbPUCXHn8B1unw58+fT98J+uTJk9kaoCeoB0hE8pSPPoLHH4fEREzp0vz07Pv8Uu3BbEt4LpV27IV2fpb8KEd7gE6dOpWhbN++fTz11FP897//dbc5ERHJzIULMGwYzJwJQPzNd9Hm9FK+f6Fytr2Es32Apk5V8iMFn9sJkDM33HADr776Ko899hi//vprdjQpIuLdfv8dOnWC3bsBiLx9JK2/H489e/7ZBmDKFGu/RGc7QYsUdNn2vyRfX1+OHTuWXc2JiHgFZ0dT/DF+CTe8+SR+F84S71OW7qkfsP77ltn2mmlzfJ5+WsdeiPdyOwFas2aNw7UxhtjYWKZNm8Zdd92VbYGJiBRUl67U+vBDOHHCKi/Med61PUM/Mw+AKO6lW+oSYqmYba+dNsdn6lT19Ih3czsBan/ZXhM2m42yZcty33338eabb2ZXXCIiBVJme/PczF5W0Il65mdSsfEyLzKOMaSSvVmK5viIWNxOgFJTU3MiDhGRAi/tPK7L1972YiHTGURRzhNHEN35kK+5P1tfOzwc2rXTHB+RNNk3m05ERDLl7DyuopxlOoPohbW/WiQP8BiLOU5Qtr1u5crq8RFxxqUEaNiwYS43+FbauTQiIpIuOtpx2KsuP7GCTtTmV+z4MIZxTGLkNQ95BQdD//5www1a1SVyJS4lQDt37nSpMVva7DoREXHw77lahsd5j3d4hsJc4CgV6cYSvuHeLLWrhEcka1xKgDZs2JDTcYiIFGgVKkAxzjCbJ+nGUgC+oBU9WUQ8Zd1uT3N6RK6N5gCJiGQzZ3v7FP5tFzt9OlErdR8p+DKKiUzmvxh83Gpbc3pEsod7/8v7f99//z3Dhw+nS5cudOjQweHhrhkzZlC9enUCAwMJCQkhOjr6ivU3btxISEgIgYGB1KhRg1mzZmWoc/r0aQYNGkSFChUIDAykdu3arF271u3YRERcZbdDVBQMHWolPc2bQ7du0Ly5YWjgTG4bcCe1UvdxiMrcwze8zvNOk5/Le3OCg2HcOFiyxDqdPSZGyY9IdnC7B2jZsmX07NmTsLAwIiMjCQsLY9++fcTFxfHII4+41dby5csJDw9nxowZ3HXXXcyePZvWrVuzZ88eqlSpkqF+TEwMbdq0oX///ixevJhvv/2WgQMHUrZsWTp27AhAUlISLVq0oFy5cqxcuZLg4GAOHz5M8eLF3X2rIiIuyWxvnxIkMJf+dDIfAbCGh+nDAk5S2qFe2bLQvbs1pNW0qY6mEMkVxk316tUz06ZNM8YYU6xYMfPnn3+a1NRU079/f/PSSy+51dYdd9xhBgwY4FB28803mxEjRjitP3z4cHPzzTc7lD355JPmzjvvTL+eOXOmqVGjhklKSnIrlkslJCQYwCQkJGS5DREp2FJSjNmwwZjwcGOsxe2OjxC+N39QwxgwSRQyQ3nTQKpDneuvN+bLL622ROTaufP97fYQ2J9//smDDz4IQEBAAOfOncNmszF06FDmzJnjcjtJSUns2LGDsLAwh/KwsDA2b97s9J4tW7ZkqN+yZUu2b99OcnIyYB3V0aRJEwYNGkRQUBB169bllVdewX7pccciIi5IG9ZautT6mZSUcZhr6tTL7zI8zTtspik12U8M1biLb5nCMMBxpezJk1bvjnp4RHKf20Ng119/PWfOnAGgUqVK/Pzzz9SrV4/Tp09z/vx5l9uJj4/HbrcTFOS44VdQUBBxcXFO74mLi3NaPyUlhfj4eCpUqMD+/fv5+uuv6d69O2vXrmXfvn0MGjSIlJQUXnrpJaftXrx4kYsXL6ZfJyYmuvw+RKRgcjas5etrJUWZuY5TzKcvj7AagFV0oB/zSOC6TO/5d3m8iOQmtxOg0NBQIiMjqVevHp06dWLIkCF8/fXXREZGcv/97m/dfvneQcaYK+4n5Kz+peWpqamUK1eOOXPm4OvrS0hICMeOHWPy5MmZJkCTJk1i3LhxbscuIgVTZkdWXCn5uYPvWE5nqnGQi/jzHG8wjcFc3utzuQoVrj1eEXGfywnQrl27qF+/PtOmTePChQsAjBw5Ej8/PzZt2kSHDh0YPXq0yy9cpkwZfH19M/T2HD9+PEMvT5ry5cs7rV+oUCFKl7YmFVaoUAE/Pz98L+lTrl27NnFxcSQlJeHv75+h3ZEjRzrsdp2YmEjlypVdfi8ikn9dvmS9cWMYMCBj8pM5wzDe4lVG4EcKf1CTziznB0KueJfNZq3wCg295rcgIlng8hyghg0bEhISwvLlyylatKh1s48Pw4cPZ82aNbz11luUKlXK5Rf29/cnJCSEyMhIh/LIyEiaNm3q9J4mTZpkqL9+/XoaNWqEn58fAHfddRd//PGHw6Gtv//+OxUqVHCa/IA1l6lEiRIODxEp+CIioFq1S5esQ7FicOKEa/dfz9+soS1v8hx+pLCcToSww6XkB6z5Q5r/I+Ihrs6s3rx5s3n88cdNiRIlTOHChU337t3N119/fQ1ztY1ZtmyZ8fPzM/PmzTN79uwx4eHhpmjRoubAgQPGGGNGjBhhevTokV5///79pkiRImbo0KFmz549Zt68ecbPz8+sXLkyvc6hQ4dMsWLFzODBg81vv/1mPvvsM1OuXDnz8ssvuxyXVoGJFHyrVhljszlfweXK4y6izSGCjQHzDwHmSWZmWOWV9vD1dbyuXNl6fRHJXu58f7u9DP78+fNm4cKF5t577zU+Pj6mRo0a5uWXXzaHDx/OUrDTp083VatWNf7+/qZhw4Zm48aN6c/16tXL3HvvvQ71o6KiTIMGDYy/v7+pVq2amTlzZoY2N2/ebBo3bmwCAgJMjRo1zMSJE02KG+tMlQCJFGwpKcYEB2ct8bFhN88zySRjZTW/cqO5lV0Z6pUtay2R37DBmIsXrZ9Lllg/texdJGe48/1tM8b1ke7L/fnnnyxYsIBFixYRGxtLixYtCsSOy4mJiZQsWZKEhAQNh4kUQFFR1nCXu8pynEX0pBX/A2Ax3XmKmZzl341WdUaXiOe48/19TWeB1axZkxEjRlC5cmVeeOEF/ve//11LcyIiuSIrS8/vYSNL6UpFYjlPYZ7mXebTl7RVXjqjSyR/yXICtHHjRubPn8+qVavw9fWlU6dO9OvXLztjExHJEe4sPffBzgu8wljG4ksqe6hNJ1bwC3UdjrBQj49I/uJWAnT48GEWLlzIwoULiYmJoWnTprz77rt06tQpfWWYiEheFxpqLUE/evTKy92DiGMxj/EAXwGQ8lhv4rtNY9TpojqnSySfczkBatGiBRs2bKBs2bL07NmTvn37ctNNN+VkbCIiOaZ/fxgzJvPn7+MrPqQ75fmLcxRh79MzafROT+7JvRBFJAe5nAAVLlyYVatW8dBDDzlsMigikp9kdnJ7Gn+fFEaljudFXsYHw69+dTn8xgpaPFM7dwMVkRzlcgK0Zs2anIxDRCTHZXbERZo3nz1G+Lau+ER/A8CxB/tzw7K3ublY4VyMUkRywzWtAhMRyS/sdqvnJ7PkpxXr6DWlBz6p8dZ20HPmULFr19wNUkRyjRIgESmQLj/jKznZ+bCXLylMYDQjeRVS4WzN2yi2dgXceGPuBy0iuUYJkIgUOM7m+dicHMoezGGW0pW7+RaAGTxF6dFv0fnGwFyKVEQ8RQmQiBQomc3zufz6QT7jfXpRmpMkUILHeY+V/IcNVXMvVhHxHJcSIHcmQLdt2zbLwYiIXIurzfMB8COJV3iB53gTgO2E0JnlxNhqUjnY2ttHRAo+lxKg9u3bO1zbbDYuPULMdknfst1uz57IRETcFB2d+fJ2gKocYBlduJPvAHibZxjO6yQRgA3rKAvt8iHiHXxcqZSampr+WL9+PfXr1+eLL77g9OnTJCQksHbtWho2bMi6detyOl4RkUwdPZr5c+1YzU4acCffcYrraM/HhPM2SQRQujSsXKlzvES8idtzgMLDw5k1axZ33313elnLli0pUqQITzzxBHv37s3WAEVEXBERYZ3Efjl/LvI6wxnCOwBspTFdWMZBqqXXWb4c7r8/d+IUkbzB7QTozz//pGTJkhnKS5YsyYEDB7IjJhERt2Q28bk6+1lBJxqxA4DJPMcoJpKMP2CtDAsOhmbNcjlgEfE4l4bALnX77bcTHh5ObGxsellcXBzPPvssd9xxR7YGJyJyNZlNfH6Uj9hJAxqxg7+5ngf5jOFMdkh+QPN+RLyV2wnQ/PnzOX78OFWrVqVWrVrUqlWLKlWqEBsby7x583IiRhGRTF0+8TmAC0xnIB/RiZIksom7qM8u1vk86HBfcLDm/Yh4M7eHwGrVqsWPP/5IZGQkv/76K8YY6tSpwwMPPOCwGkxEJDdc0hlNLfaxgk40YBcArzCSlxiPnUIsWgiVK/+7M3RoqHp+RLxZljZCtNlshIWFcc899xAQEKDER0Q8wm6Hv/6yfu/CUubwBMU5ywnK8BiLWU/L9LqVK2uuj4j8y+0hsNTUVCZMmEClSpUoVqwYMTExAIwePVpDYCKSayIioFo1GDn0H+bQn6V0ozhnieJe6rMrPfmx2azkRxscisil3E6AXn75ZRYuXMjrr7+Ov79/enm9evV47733sjU4ERFn0lZ9FTuyl23cQX/eIxUb43iJB/iSY1QCNNFZRDLndgK0aNEi5syZQ/fu3fG95F+UW2+9lV9//TVbgxMRuVzaqq8e5n2204h6/EwcQbQgkrGMw37JyL4mOotIZtyeA3T06FFq1aqVoTw1NZXk5ORsCUpEJDPfrj/HhCOD6M37AETyAI+xmOMEOdSbMgWeflo9PyLinNs9QLfccgvR0dEZyj/66CMaNGiQLUGJiDj188/c9vjt9OZ97PjwIhNoxboMyQ9AUJCSHxHJnNs9QGPGjKFHjx4cPXqU1NRUIiIi+O2331i0aBGfffZZTsQoIt7OGJg3D/ugpymZdIGjVKQbS/iGezO9pUKFXIxPRPIdt3uAHn74YZYvX87atWux2Wy89NJL7N27l08//ZQWLVrkRIwi4sXsp8/wV4vHoH9/fJMusI6W1GdXpsmPVn2JiCvc6gFKSUlh4sSJ9O3bl40bN+ZUTCIiAHz15i6qjehMzZTfScGXF3mZ1xmOyeT/u2nVl4i4yq0eoEKFCjF58mTsdntOxSMiAsaw84mZ3PXcndRM+Z3DBHMvG3mNEZkmPwBlymjVl4i4xu0hsAceeICoqKgcCEVEBEhIILVzFxrMHUggF/mMB2nATjZz11VvnTJFyY+IuMbtSdCtW7dm5MiR/Pzzz4SEhFC0aFGH59u2bZttwYmIl9m+HTp3xmf/fpIpxAhe5S2GAa4dt1OpUs6GJyIFh80YY9y5wccn804jm81WIIbHEhMTKVmyJAkJCZQoUcLT4YgUfMbAu+/Cc89BcjJny1Tl/vjlbKOxS7fbbNamhzExmvsj4s3c+f7O0llgmT0KQvIjIrns1Cno2NHa3jk5Gdq3Z8fcnW4lP6CJzyLiHrcToEtduHAhu+IQEW/03XfQoAF8/DH4+cHbbxPxWATdB5dyuQkddyEiWeF2AmS32x1Og9+/fz+g0+BFxA3GwFtvwd13w8GDUKMGbN5MRPAzPPofG0ePXr2J8HDYsMEa9lLyIyLucjsBmjhxok6DF5Gs+/tvaNsWnn0WUlKsY91/+AF7g0YMGWLlRlcSHAyrVlkrvpo107CXiGSNToMXkdyzebM15PXZZxAQADNmwIoVULIk0dFw5MjVm1i4UD0+InLt3E6AdBq8iLgtNRVefRXuuQcOH4YbboCtW+Gpp9JnMcfGutbU8eM5GKeIeA2dBi8iOevECXjwQRg5Eux26NYNduyA+vUdqrl6eKkOORWR7KDT4EUk53zzDXTtCseOQWCgtddPv37/rl2/RGioNb/n6FHn84DS9vrRIacikh10GryIZD+7HV5+GZo3t5Kfm2+Gbdvg8cedJj9gTWZ++23r98uraK8fEclubu8E7Q20E7TINfjrL3jsMfjyS+u6Z0+YPh2KFXPp9ogIa0/ESydEV65sJT+a/CwiV+LO97fbQ2AiIpn6+mvo3h3i4qBIEWuVV69ebjXRoQO0awfR0dbE6AoVrGEv9fyISHZyKQEqVaoUtky6rS938uTJawpIRPIhux3Gj4cJE6wJPHXrwvLlUKdOlprz9bX2+BERySkuJUBTp05N//3vv//m5ZdfpmXLljRp0gSALVu28L///Y/Ro0fnSJAikocdO2b1+kRFWdePP25N5ilSxOUm7Hb1+IhI7nJ7DlDHjh1p3rw5gwcPdiifNm0aX375JatXr87O+DxCc4BEXLR+vTXf58QJa47P7NnWMncyJjVNm1r7IF5+/ckn8OGHVhNpgoOtHEpzfkTEHe58f7udABUrVoxdu3Zl2Axx3759NGjQgLNnz7ofcR6jBEjkKlJS4KWXYNIk6/q227AvXUH0XzcSGwv79sHcuY4TmX19raQos+tLpY2465BTEXFHjk6CLl26NB9//DH//e9/HcpXr15N6dKl3W1ORPKbI0esvX02bbKun3qK1fe8xdNhgVc8yuLyZCez5AesaUQ2m3Xgabt2Gg4TkezndgI0btw4+vXrR1RUVPocoK1bt7Ju3TodhipSwNnXfE5qj174Jf5NStESMGcur/zRiTFds/+1jLFOzYiO1oRoEcl+bidAvXv3pnbt2rzzzjtERERgjKFOnTp8++23NG7cOCdiFBEPSZvHE3c4mSqzXqDp5jfwBbYTQudzyznQoyapqTkbg6tnhImIuMOtBCg5OZknnniC0aNH8+GHH+ZUTCKSS640UTltHo/vkQMsowt38h0Ab/MMw3mdJAIgh5Mf0NlfIpIz3J4Efd111/HDDz9Qo0aNnIrJ4zQJWgqCq63Cio+HoUOvPFG5HatZQB9KcZpTXEcfFvAJ7XMl/rSzv2JiNAdIRFzjzve322eBPfLII9m61H3GjBlUr16dwMBAQkJCnJ40f6mNGzcSEhJCYGAgNWrUYNasWZnWXbZsGTabjfbt22dbvCJ5ld1ubcWzdKm1J2G1atZRXN26WT+LFHG8/s9/yDBpOS358eciUxnCah6hFKf5jjtowM5cTX5AZ3+JSM5xew5QrVq1mDBhAps3byYkJISiRYs6PP/MM8+43Nby5csJDw9nxowZ3HXXXcyePZvWrVuzZ88eqlSpkqF+TEwMbdq0oX///ixevJhvv/2WgQMHUrZsWTp27OhQ9+DBgzz33HOE6uho8QLOzs+63JVWXV2qBn+ynM40YgcAb/AsL/AKyfhnQ6SuCQ7W2V8ikrPcHgKrXr165o3ZbOzfv9/ltho3bkzDhg2ZOXNmelnt2rVp3749k9L2F7nE888/z5o1a9i7d2962YABA9i9ezdbtmxJL7Pb7dx777306dOH6OhoTp8+7VavlYbAJD+JiIBHH7VWTV2rjqxkHv0oSSJ/cz29WchnPHztDXP1fYDKlrU2lG7XTjtBi0jW5Og+QDExMVkO7FJJSUns2LGDESNGOJSHhYWxefNmp/ds2bKFsLAwh7KWLVsyb948kpOT8fPzA2D8+PGULVuWfv36XXVIDeDixYtcvHgx/ToxMdHdtyPiEXa71fNzrclPABd4i2EMxPo/I9/SlC4s4wiVs9xmpUrwxBNwww1X3glax1+IiCdk+TT4+Ph4bDZbljc/jI+Px263ExQU5FAeFBREXFyc03vi4uKc1k9JSSE+Pp4KFSrw7bffMm/ePHbt2uVyLJMmTWLcuHFuvwcRT4uOvvKwlytqsY8VdKIBuwCYxAheYjwp+GW5zXHjYNSojAnN5fv5aH8fEfEUtyZBnz59mkGDBlGmTBmCgoIoV64cZcqUYfDgwZw+fTpLAVx+yrwx5oonzzurn1Z+5swZHnvsMebOnUuZMmVcjmHkyJEkJCSkPw4fPuzGOxDJfWkTnleturZ2urCUH2hIA3ZxgjK04gteYJLLyc/lCU7lylZML72k3hwRydtc7gE6efIkTZo04ejRo3Tv3p3atWtjjGHv3r0sXLiQr776is2bN1OqVCmX2itTpgy+vr4ZenuOHz+eoZcnTfny5Z3WL1SoEKVLl+aXX37hwIEDPPzwv3MWUv9/l7ZChQrx22+/UbNmzQztBgQEEBAQ4FLcIp7myoTnqwnkH97hGfpj7d6+kXvoxhKOUemK9wUHQ//+mQ9raRhLRPILlxOg8ePH4+/vz59//pkhQRk/fjxhYWGMHz+eKVOmuNSev78/ISEhREZG8sgjj6SXR0ZG0q5dO6f3NGnShE8//dShbP369TRq1Ag/Pz9uvvlmfvrpJ4fnX3zxRc6cOcPbb79N5cpZn88g4imX7uezbx+MHXttc35uZi8r6EQ9fiYVGy/zIuN5CTuFMkxMvjzhcZbgaBhLRPIl46KqVauadevWZfr8F198YapWrepqc8YYY5YtW2b8/PzMvHnzzJ49e0x4eLgpWrSoOXDggDHGmBEjRpgePXqk19+/f78pUqSIGTp0qNmzZ4+ZN2+e8fPzMytXrsz0NXr16mXatWvnVlwJCQkGMAkJCW7dJ5LdVq0yJjjYGCvlubaHr68xPXjfnKWIMWD+8gkyUS9Gmg0bjFmyxJgNG4y5eNE4XKekePb9i4i4w53vb5d7gGJjY7nlllsyfb5u3bqZTl7OTOfOnfn7778ZP348sbGx1K1bl7Vr11K1atX01zx06FB6/erVq7N27VqGDh3K9OnTqVixIu+8806GPYBECoJrXd5+ae9NpevOcdeywfguWgjAqQb3UfrTD7m3UvkM96lHR0S8gcv7AFWqVInly5dz9913O30+OjqaLl26cPTo0WwN0BO0D5B4mt1u7eSclXk+gwdDx46XDFf9/DN06gR794KPD4wZ43yJlohIPpcjR2G0atWKUaNGkZSUlOG5ixcvMnr0aFq1auV+tCKSwbUsb+/Y0erF8fUxMG8e3HGHlfxUqABffaUlWiIiuDEJety4cTRq1IgbbriBQYMGcfPNNwOwZ88eZsyYwcWLF/nggw9yLFARb5A24Tkry9vTDg8NDQXOnIGnnoIPP7SeDAuDDz6AcuWyNV4RkfzK5QQoODiYLVu2MHDgQEaOHOmw/06LFi2YNm2aVlmJXINrWd7ucHjoz7utIa/ff7d6eiZMgOeft4a/REQEcHMn6OrVq/PFF19w6tQp9u3bB1iHo15//fU5EpxIQXDpMva0peTgWBYfb+Us1zLheeoUQ4cTc6DbELh40SpcuhQymbcnIuLNsnQURqlSpbjjjjuyOxaRfM1ZovPJJxl7ddJOj/n773/LfH1dT35sNqvuuHGX7M9zWyK+Tz0By5dblR56CBYu/PfFRETEQZbPAhORfzkbvipd2jHJSeOs7NLNB68mONga6urQ4f8LfvgBbu8Ef/4JhQrBq6/CsGH/jouJiEgGSoBErlFm+/U4S3SuRYbl7cbAtGnw3HOQlARVq8KyZXDnndn7wiIiBZASIJFrYLdbPT/XcjSFq9KWtwNw+jT062dlXwDt28P8+eDiWXwiIt5Oy0JErsG17NfjKpvNOmU9bfI027ZBgwZW8uPnB2+/bf2u5EdExGVKgESuQWxszrbvsLzdx8Bbb8Fdd8GBA1C9Onz7LTzzjOb7iIi4SQmQyDWoUCF727t8g+bgYFi5Ejo0Ownt2sGzz0JKijXpaOdOuP327A1ARMRLaA6QyDUIDbWSlKNHr20eUFoHztKlULas41J63+82Q/0ucPgwBATAlCkwYIB6fUREroESIJFr4OtrTcF59NF/9+dJk3Z9+XJ4Z/sAZVjaDpCaCpMnWweX2u1QqxasWGHN/xERkWuiBEjkGnXoYA1TXb4PUFpS067d1XeCTl/anubECejVC774wrru2hVmz4bixXPrbYmIFGg2Y3JjAW/+kpiYSMmSJUlISKBEiRKeDkfyCWc7QWfp0PVvvrESnmPHIDAQ3nkHHn9cQ14iIlfhzve3eoBEsomv7yX79GSF3Q6TJsGYMdbw1003WUNet96aXSGKiMj/UwIkkhf89Rc89hh8+aV13aMHzJgBxYp5Ni4RkQJKCZCIp339NXTvDnFxUKQITJ8OvXt7OioRkQJN+wCJeIrdDmPHwgMPWMnPLbfA998r+RERyQXqARJxQ7ZNdD52zOr1iYqyrvv1syY7FymSneGKiEgmlACJuCgiwvlS97ffvmz/nqtZv96a73PiBBQtai1v79492+MVEZHMaQhMxAUREdZmh5cffHr0qFWedij7FaWkWJsatmplJT+33QY//KDkR0TEA5QAiVyF3W71/DjbMSutLDzcqpepI0egeXN45RXrpgEDYOtWuPHGnAhZRESuQgmQyFVER2fs+bmUMdYxXdHRmVRYuxbq14dNm6ydnJcvh5kzrU0ORUTEI5QAiVxFbGwW6yUnw/Dh8OCD1sFfDRtaJ7h36pTtMYqIiHs0CVrkKipUyEK9gwehSxdrmAvg6aetg00DArI9PhERcZ96gESuIjTUWu2V2VFcNhtUrvzvIad88ol1YvvWrVCyJKxaZS1xV/IjIpJnKAESuQpfX2upO2RMgtKup04FX3sSDB0K7dvDqVNwxx3WkJdba+RFRCQ3KAEScUGHDrByJVSq5FgeHGyVd6i/H+66y8qEAIYNs2ZFV6+e67GKiMjVaQ6QiIs6dIB27ZzsBP3xSmjQDxIToVQpeP99ePhhT4crIiJXoARIxA2+vtCs2f9fXLgAzzxrndoO0LQpLF0KVap4KjwREXGRhsBEsmLfPivhSUt+nn/eOtdLyY+ISL6gHiARdy1bBv37w9mzUKYMfPCBdbyFiIjkG+oBEnHVP//AE09A165W8nPPPbBrl5IfEZF8SD1AIpex251MdN73q7WD808/WWvfX3gBxo6FQvqfkIhIfqR/vUUuERFhHXx66dlfQ0ot4o3zT1Ho4nkoVw4+/BAeeMBzQYqIyDVTAiTy/yIi4NFH/z3hvQjnmMZg+pxaCMDxus0pt/5D18/GEBGRPEtzgESwhr2GDPk3+anDL2zjDvqwEDs+jGEcd5yOxF5OyY+ISEGgHiDxSpfP87Hb04a9DH1YwDQGU4R/iKU8XVnKRprBEeue9H2AREQk31ICJAWO00nMvv8+72yez/XXQ1HOMosBPMaHAKynBY+xmBOUS68XG5tb70JERHKSEiApUJwlN8HB1mGmHTpknOeTXufkblbQiZv4HTs+jGYCrzICc9kosab/iIgUDEqApMDILLk5etQqX77cOqPU8XnDE8zhbYYQyEWOUImuLGUToQ5t2GxWIhXqWCwiIvmUEiDJN640tHX5JOZLGWMlMIMGwYkT/5YXJ5E5PEEXlgPwOW3oxfv8TRmH+2026+fUqY5DaSIikn9pFZjkCxERUK0aNG8O3bpZP6tVs8rBSowuHfa6nDGOyU8DfuAHGtKF5SRTiOeYzMN8yt+U4frrHe8NDoaVK60hNBERKRjUAyR53tWGtlauhIsXXW3NMIjpvMmzBJDEQarQhWVspUl6jRUrrJ6ezCZRi4hI/qcESPI0V4a2wsNhwYKrt1WS0yz278dDSVa30Se0pQ8LOIXV5ZM2z6dZMyU8IiIFnYbAJE9zZWjr8GHr9+Dgf+frXO4OtvGjbwMeSoogCT/CmUp7VjskP6B5PiIi3kIJkORpru67c/y4tdQdLk+CDEOZQjR3U8V+AKpX59vXvmVV8BDg34qa5yMi4l00BCZ5mqv77lSoYA1drVz57z5ApTjJAvrQjjVWpY4d4b33aH7ddRx49sqbJYqISMFmM8bZ7ArvlpiYSMmSJUlISKBEiRKeDqfAutqOzWl1qlWzJjw7+y81bd5OTIzjkvjds7Zw09guFI0/hPH3xzZlCjz1VOZjZCIiku+58/2tITDxiKsta0/j65vZ0FYm83ZSU/F983UaDgmlaPwhqFUL29atMHCgkh8REUnn8QRoxowZVK9encDAQEJCQoiOjr5i/Y0bNxISEkJgYCA1atRg1qxZDs/PnTuX0NBQSpUqRalSpXjggQfYtm1bTr4FcVPasvbLJzenLWu/PAnq0MEa2qpUybE8w7yd+Hh46CF4/nmrG6hLF9ixAxo0yLH3IiIi+ZNHE6Dly5cTHh7OqFGj2LlzJ6GhobRu3ZpDhw45rR8TE0ObNm0IDQ1l586dvPDCCzzzzDOsWrUqvU5UVBRdu3Zlw4YNbNmyhSpVqhAWFsbRo0dz623JFVxtWTtYy9rtdsfnOnSAAwdgwwZYssT6GRNzSfITHQ3168MXX0BgIMyZY1XUEKaIiDjh0TlAjRs3pmHDhsycOTO9rHbt2rRv355JkyZlqP/888+zZs0a9u7dm142YMAAdu/ezZYtW5y+ht1up1SpUkybNo2ePXu6FJfmAOWcqChruOtqNmywJjVfVWoqTJoEL71k/X7TTdZOhrfeeo2RiohIfpMv5gAlJSWxY8cOwsLCHMrDwsLYvHmz03u2bNmSoX7Lli3Zvn07ycnJTu85f/48ycnJXH/5+QaXuHjxIomJiQ4PyRmuLmt3qd5ff0GrVvDii1by06MHbN+u5EdERK7KYwlQfHw8drudoKAgh/KgoCDi4uKc3hMXF+e0fkpKCvHx8U7vGTFiBJUqVeKBBx7INJZJkyZRsmTJ9EflypXdfDfiKneWtV/R119bQ16RkVC4sLUV9KJFUKzYtYYoIiJewOOToG2XrcwxxmQou1p9Z+UAr7/+OkuXLiUiIoLAwMBM2xw5ciQJCQnpj8NpWwtLtgsNvfKOzTYbVK5s1XPKboexY+GBByAuDm65xer16d07hyIWEZGCyGMbIZYpUwZfX98MvT3Hjx/P0MuTpnz58k7rFypUiNKlSzuUv/HGG7zyyit8+eWX3HqVIZGAgAACAgKy8C7EXWnL2h991Ep2Lp2BdtXjKGJjoXt3a4IQQL9+8M47UKRIToctIiIFjMd6gPz9/QkJCSEyMtKhPDIykqZNmzq9p0mTJhnqr1+/nkaNGuHn55deNnnyZCZMmMC6deto1KhR9gcv18TlZe2Xioy0hrw2bICiRWHxYnjvPSU/IiKSNcaDli1bZvz8/My8efPMnj17THh4uClatKg5cOCAMcaYESNGmB49eqTX379/vylSpIgZOnSo2bNnj5k3b57x8/MzK1euTK/z2muvGX9/f7Ny5UoTGxub/jhz5ozLcSUkJBjAJCQkZN+blQxSUozZsMGYJUusnykpTiolJxszapQxNpsxYMyttxrz66+5HKmIiOQH7nx/ezQBMsaY6dOnm6pVqxp/f3/TsGFDs3HjxvTnevXqZe69916H+lFRUaZBgwbG39/fVKtWzcycOdPh+apVqxogw2PMmDEux6QEKI84fNiY0FAr8QFjBgww5vx5T0clIiJ5lDvf3zoLzAntA5QHrF0LPXvC339D8eIwdy507uzpqEREJA/LF/sAiTiVnAzDh8ODD1rJT8OG8MMPSn5ERCRbeWwVmEgGhw5Z53el7eo9eDC88QZohZ6IiGQzJUCSN6xZY+3lc+oUlCwJ8+ZBx46ejkpERAooDYGJZyUlwdCh0K6dlfzcfjvs3KnkR0REcpQSIPGcmBi4+25r50OwEqFNm6B6dY+GJSIiBZ+GwMQzIiKgb19ISIBSpWDhQmjb1tNRiYiIl1APkOSuCxfg6aetIa6EBGjSxBryUvIjIiK5SAmQ5J4//oCmTWHaNOt6+HDYuBGqVvVsXCIi4nU0BCa5Y/ly6N8fzpyB0qVh0SJo08bTUYmIiJdSD5DkrH/+gQEDrP19zpyB0FDYtUvJj4iIeJQSIMk5v/0Gd94Js2eDzQajRsHXX1vHvouIiHiQhsAkZyxebPX8nDsH5cpZ1y1aeDoqERERQD1Akt3On4d+/aBHDyv5ad7cGvJS8iMiInmIEiDJPnv2WDs5z59vDXmNHQuRkVChgqcjExERcaAhMLl2xsD778PAgdak5/LlYckSq/dHREQkD1IPkFybs2ehVy/o08dKflq0sIa8lPyIiEgepgRIsu7HH60hrw8+AB8fePllWLcOgoI8HZmIiMgVaQhM3GcMzJ0LQ4ZYR1tUqgRLl1p7/IiIiOQDSoDEPYmJ8OSTsGyZdd26tbWrc5kyno1LRETEDRoCE9ft3AkhIVby4+sLr78On32m5EdERPId9QDJ1RkDM2fC0KGQlARVqlhJUJMmno5MREQkS5QAyZWdPm0dYrpypXXdti0sWADXX+/RsERERK6FhsAkc99/Dw0bWsmPnx9MmQKrVyv5ERGRfE89QJKRMfD22zB8OCQnQ/XqsHy5teRdRESkAFACJI5OnoS+feGTT6zrjh3hvffguus8GpaIiEh20hCY/GvrVmjQwEp+/P1h2jT46CMlPyIiUuAoARJITYXJk62NDA8dgpo1YcsWGDTIOtRURESkgNEQmLeLj7fO8lq71rru3BnmzIESJTwbl4iISA5SD5A3i46G+vWt5CcwEGbPto60UPIjIiIFnBIgb5SaCq+8Yp3YfvQo3HQTfPcdPPGEhrxERMQraAjM2xw/Dj16wPr11nWPHjBjBhQr5tm4REREcpESIG8SFQXdukFsLBQuDNOnQ+/e6vURERGvoyEwb2C3w7hxcP/9VvJTp461y3OfPkp+RETEK6kHqKCLi4Pu3eHrr63rvn3h3XehSBHPxiUiIuJBSoAKsi+/tJKf48ehaFHrRPcePTwdlYiIiMdpCKwgSkmBF1+EsDAr+bn1Vti+XcmPiIjI/1MPUEFz9Kg10fmbb6zrJ5+0TnEvXNizcYmIiOQhSoAKknXrrF6e+HgoXtza0blLF09HJSIikudoCKwgSE6GESOgdWsr+WnQAH74QcmPiIhIJtQDlN8dOgRdu8Lmzdb14MHWwaaBgZ6NS0REJA9TApSfffqptZHhyZNQsiTMmwcdO3o6KhERkTxPQ2D5UVISPPsstG1rJT+3324NeSn5ERERcYl6gPKbmBhrbs+2bdZ1eDi89hr4+3s0LBERkfxECVB+EhFh7eSckAClSsHChVYvkIiIiLhFQ2D5wcWL8PTT1hBXQgI0aQI7dyr5ERERySIlQHndH39A06YwbZp1PXw4bNwIVat6Ni4REZF8TENgedmKFfD443DmDJQuDYsWQZs2no5KREQk31MPUF70zz/w1FPQubOV/Nx9N+zapeRHREQkmygBymt++w3uvBNmzQKbDUaNgg0bIDjY05GJiIgUGBoCy0s+/NA6vPTcOShb1rpu0cLTUYmIiBQ4SoBykd0O0dEQGwsVKkBoKPj6AufPwzPPWDs5AzRvbiU/FSrkbhx5pD0REZGc5vEhsBkzZlC9enUCAwMJCQkhOjr6ivU3btxISEgIgYGB1KhRg1mzZmWos2rVKurUqUNAQAB16tTh448/zqnwXRYRAdWqWblNt27Wz2rVIPLtPXDHHVbyY7PB2LEQGZljyU9mcURE5I32REREcoXxoGXLlhk/Pz8zd+5cs2fPHjNkyBBTtGhRc/DgQaf19+/fb4oUKWKGDBli9uzZY+bOnWv8/PzMypUr0+ts3rzZ+Pr6mldeecXs3bvXvPLKK6ZQoUJm69atLseVkJBgAJOQkHDN79EYY1atMsZmMwYcH71ZYM5SxLooX96Yr7/OltdzNw6bzXqsWuXZ9kRERK6FO9/fNmOM8VTy1bhxYxo2bMjMmTPTy2rXrk379u2ZNGlShvrPP/88a9asYe/evellAwYMYPfu3WzZsgWAzp07k5iYyBdffJFep1WrVpQqVYqlS5e6FFdiYiIlS5YkISGBEiVKZPXtAdbwULVqcOTIv2VFOct0BtGLRQB8E9CCu/Z/gG/FoGt6LXfjuJTNZs2zjolxbfgqu9sTERG5Vu58f3tsCCwpKYkdO3YQFhbmUB4WFsbmzZud3rNly5YM9Vu2bMn27dtJTk6+Yp3M2gS4ePEiiYmJDo/sEh3tmCTU5Se+53Z6sQg7PrzARJpdXEf07zmX/DiL43LGwOHDVj1PtCciIpKbPJYAxcfHY7fbCQpy/OIPCgoiLi7O6T1xcXFO66ekpBAfH3/FOpm1CTBp0iRKliyZ/qhcuXJW3pJTsbH//v4wa9jGHdTmV45QiWZEMYkXMPg41MsJrrbvqXoiIiK5yeOToG02m8O1MSZD2dXqX17ubpsjR44kISEh/XH48GGX47+aS+cy7+Y2/qEwa2lNfXaxiVCn9XKCq+17qp6IiEhu8tgy+DJlyuDr65uhZ+b48eMZenDSlC9f3mn9QoUKUbp06SvWyaxNgICAAAICArLyNq4qNNSaC3P0KBwyVbmTrfxBLcz/555pc2VCQ6/SUDbG4WzWl7txZHd7IiIiucljPUD+/v6EhIQQGRnpUB4ZGUnTpk2d3tOkSZMM9devX0+jRo3w8/O7Yp3M2sxpvr7w9tvW7zYb7ONGh+QHYOrUnJ8ofHkcl8pKHNndnoiISK7K2QVpV5a2DH7evHlmz549Jjw83BQtWtQcOHDAGGPMiBEjTI8ePdLrpy2DHzp0qNmzZ4+ZN29ehmXw3377rfH19TWvvvqq2bt3r3n11Vc9vgzeGGtJeHCw43LxypVzf6l4dseRV96XiIhIvlkGD9ZGiK+//jqxsbHUrVuXKVOmcM899wDQu3dvDhw4QFRUVHr9jRs3MnToUH755RcqVqzI888/z4ABAxzaXLlyJS+++CL79++nZs2aTJw4kQ4dOrgcU3Yug79UXtkxWTtBi4hIQeTO97fHE6C8KKcSIBEREck5+WIfIBERERFPUQIkIiIiXkcJkIiIiHgdJUAiIiLidZQAiYiIiNdRAiQiIiJeRwmQiIiIeB0lQCIiIuJ1lACJiIiI11ECJCIiIl6nkKcDyIvSTgdJTEz0cCQiIiLiqrTvbVdO+VIC5MSZM2cAqFy5socjEREREXedOXOGkiVLXrGODkN1IjU1lWPHjlG8eHFsNpunw8lWiYmJVK5cmcOHD+ugVw/R38Cz9Pl7nv4GnldQ/wbGGM6cOUPFihXx8bnyLB/1ADnh4+NDcHCwp8PIUSVKlChQ/9HnR/obeJY+f8/T38DzCuLf4Go9P2k0CVpERES8jhIgERER8TpKgLxMQEAAY8aMISAgwNOheC39DTxLn7/n6W/gefobaBK0iIiIeCH1AImIiIjXUQIkIiIiXkcJkIiIiHgdJUAiIiLidZQAeakDBw7Qr18/qlevTuHChalZsyZjxowhKSnJ06F5lYkTJ9K0aVOKFCnCdddd5+lwvMKMGTOoXr06gYGBhISEEB0d7emQvMY333zDww8/TMWKFbHZbKxevdrTIXmVSZMmcfvtt1O8eHHKlStH+/bt+e233zwdlscoAfJSv/76K6mpqcyePZtffvmFKVOmMGvWLF544QVPh+ZVkpKS+M9//sNTTz3l6VC8wvLlywkPD2fUqFHs3LmT0NBQWrduzaFDhzwdmlc4d+4ct912G9OmTfN0KF5p48aNDBo0iK1btxIZGUlKSgphYWGcO3fO06F5hJbBS7rJkyczc+ZM9u/f7+lQvM7ChQsJDw/n9OnTng6lQGvcuDENGzZk5syZ6WW1a9emffv2TJo0yYOReR+bzcbHH39M+/btPR2K1zpx4gTlypVj48aN3HPPPZ4OJ9epB0jSJSQkcP3113s6DJEckZSUxI4dOwgLC3MoDwsLY/PmzR6KSsRzEhISALz2330lQALAn3/+ybvvvsuAAQM8HYpIjoiPj8dutxMUFORQHhQURFxcnIeiEvEMYwzDhg3j7rvvpm7dup4OxyOUABUwY8eOxWazXfGxfft2h3uOHTtGq1at+M9//sPjjz/uocgLjqz8DST32Gw2h2tjTIYykYJu8ODB/PjjjyxdutTToXhMIU8HINlr8ODBdOnS5Yp1qlWrlv77sWPHaN68OU2aNGHOnDk5HJ13cPdvILmjTJky+Pr6ZujtOX78eIZeIZGC7Omnn2bNmjV88803BAcHezocj1ECVMCUKVOGMmXKuFT36NGjNG/enJCQEBYsWICPjzoEs4M7fwPJPf7+/oSEhBAZGckjjzySXh4ZGUm7du08GJlI7jDG8PTTT/Pxxx8TFRVF9erVPR2SRykB8lLHjh2jWbNmVKlShTfeeIMTJ06kP1e+fHkPRuZdDh06xMmTJzl06BB2u51du3YBUKtWLYoVK+bZ4AqgYcOG0aNHDxo1apTe63no0CHNfcslZ8+e5Y8//ki/jomJYdeuXVx//fVUqVLFg5F5h0GDBrFkyRI++eQTihcvnt4bWrJkSQoXLuzh6HKflsF7qYULF9KnTx+nz+k/idzTu3dv3n///QzlGzZsoFmzZrkfkBeYMWMGr7/+OrGxsdStW5cpU6Z45RJgT4iKiqJ58+YZynv16sXChQtzPyAvk9lctwULFtC7d+/cDSYPUAIkIiIiXkeTPkRERMTrKAESERERr6MESERERLyOEiARERHxOkqARERExOsoARIRERGvowRIREREvI4SIBEvdODAAWw2W/rO0/lFtWrVmDp1ara116xZM8LDw7OtPU+w2WysXr0ayL9/VxFPUAIkUsBc7ST6/LDj68KFC7nuuusylH///fc88cQTuR9QHjB27Fjq16+foTw2NpbWrVvnfkAi+ZzOAhMpYGJjY9N/X758OS+99BK//fZbelnhwoU5deqUJ0LDbrdjs9myfPBu2bJlszmi/E9n94lkjXqARAqY8uXLpz9KliyJzWbLUJZm//79NG/enCJFinDbbbexZcsWh7Y2b97MPffcQ+HChalcuTLPPPMM586dS3/+1KlT9OzZk1KlSlGkSBFat27Nvn370p9P68n57LPPqFOnDgEBARw8eJCkpCSGDx9OpUqVKFq0KI0bNyYqKgqwzovq06cPCQkJ6b1WY8eOBTIOgZ0+fZonnniCoKAgAgMDqVu3Lp999hkAf//9N127diU4OJgiRYpQr149li5d6vbn+eqrrxIUFETx4sXp168fI0aMcOiJcTaM1r59e4eetsWLF9OoUSOKFy9O+fLl6datG8ePH09/PioqCpvNxldffUWjRo0oUqQITZs2TU9cFy5cyLhx49i9e3f6Z5J2dtalQ2DO7NmzhzZt2lCsWDGCgoLo0aMH8fHx6c+vXLmSevXqUbhwYUqXLs0DDzzg8DcWKaiUAIl4sVGjRvHcc8+xa9cubrzxRrp27UpKSgoAP/30Ey1btqRDhw78+OOPLF++nE2bNjF48OD0+3v37s327dtZs2YNW7ZswRhDmzZtSE5OTq9z/vx5Jk2axHvvvccvv/xCuXLl6NOnD99++y3Lli3jxx9/5D//+Q+tWrVi3759NG3alKlTp1KiRAliY2OJjY3lueeeyxB7amoqrVu3ZvPmzSxevJg9e/bw6quv4uvrC8CFCxcICQnhs88+4+eff+aJJ56gR48efPfddy5/PitWrGDMmDFMnDiR7du3U6FCBWbMmOH255yUlMSECRPYvXs3q1evJiYmxulQ5KhRo3jzzTfZvn07hQoVom/fvgB07tyZZ599lltuuSX9M+ncufNVXzc2NpZ7772X+vXrs337dtatW8dff/1Fp06d0p/v2rUrffv2Ze/evURFRdGhQwcdiCzewYhIgbVgwQJTsmTJDOUxMTEGMO+991562S+//GIAs3fvXmOMMT169DBPPPGEw33R0dHGx8fH/PPPP+b33383gPn222/Tn4+PjzeFCxc2K1asSH99wOzatSu9zh9//GFsNps5evSoQ9v333+/GTly5BXjrlq1qpkyZYoxxpj//e9/xsfHx/z2228ufx5t2rQxzz77bPr1vffea4YMGZJp/SZNmpgBAwY4lDVu3NjcdtttV2yjXbt2plevXpm2u23bNgOYM2fOGGOM2bBhgwHMl19+mV7n888/N4D5559/jDHGjBkzxuF10wDm448/Nsb8+3fduXOnMcaY0aNHm7CwMIf6hw8fNoD57bffzI4dOwxgDhw4kGmsIgWVeoBEvNitt96a/nuFChUA0odmduzYwcKFCylWrFj6o2XLlqSmphITE8PevXspVKgQjRs3Tm+jdOnS3HTTTezduze9zN/f3+F1fvjhB4wx3HjjjQ5tb9y4kT///NPl2Hft2kVwcDA33nij0+ftdjsTJ07k1ltvpXTp0hQrVoz169dz6NAhl19j7969NGnSxKHs8mtX7Ny5k3bt2lG1alWKFy9Os2bNADLEcqW/R1bs2LGDDRs2OHzON998MwB//vknt912G/fffz/16tXjP//5D3PnzvXY/DCR3KZJ0CJezM/PL/13m80GWENLaT+ffPJJnnnmmQz3ValShd9//91pm8aY9LbAmnR96XVqaiq+vr7s2LEjfbgqTbFixVyOvXDhwld8/s0332TKlClMnTqVevXqUbRoUcLDw0lKSnL5NVzh4+OTYcjo0iHAc+fOERYWRlhYGIsXL6Zs2bIcOnSIli1bZojlSn+PrEhNTeXhhx/mtddey/BchQoV8PX1JTIyks2bN7N+/XreffddRo0axXfffUf16tWz/Loi+YESIBFxqmHDhvzyyy/UqlXL6fN16tQhJSWF7777jqZNmwLWxOPff/+d2rVrZ9pugwYNsNvtHD9+nNDQUKd1/P39sdvtV4zv1ltv5ciRI/z+++9Oe4Gio6Np164djz32GGAlA/v27btibJerXbs2W7dupWfPnullW7dudahTtmxZh5V3drudn3/+mebNmwPw66+/Eh8fz6uvvkrlypUB2L59u8sxpHHlM7lcw4YNWbVqFdWqVaNQIef/3NtsNu666y7uuusuXnrpJapWrcrHH3/MsGHD3I5RJD/REJiIOPX888+zZcsWBg0axK5du9i3bx9r1qzh6aefBuCGG26gXbt29O/fn02bNrF7924ee+wxKlWqRLt27TJt98Ybb6R79+707NmTiIgIYmJi+P7773nttddYu3YtYK32Onv2LF999RXx8fGcP38+Qzv33nsv99xzDx07diQyMpKYmBi++OIL1q1bB0CtWrXSezf27t3Lk08+SVxcnFufwZAhQ5g/fz7z58/n999/Z8yYMfzyyy8Ode677z4+//xzPv/8c3799VcGDhzI6dOn05+vUqUK/v7+vPvuu+zfv581a9YwYcIEt+JI+0xiYmLYtWsX8fHxXLx48ar3DBo0iJMnT9K1a1e2bdvG/v37Wb9+PX379sVut/Pdd9/xyiuvsH37dg4dOkRERAQnTpxwK0kUya+UAImIU7feeisbN25k3759hIaG0qBBA0aPHp0+NwVgwYIFhISE8NBDD9GkSROMMaxdu9ZhKMeZBQsW0LNnT5599lluuukm2rZty3fffZfeQ9K0aVMGDBhA586dKVu2LK+//rrTdlatWsXtt99O165dqVOnDsOHD0/vJRk9ejQNGzakZcuWNGvWjPLly9O+fXu3PoPOnTvz0ksv8fzzzxMSEsLBgwd56qmnHOr07duXXr160bNnT+69916qV6+e3vsDVg/RwoUL+eijj6hTpw6vvvoqb7zxhltxAHTs2JFWrVrRvHlzypYt69KS/ooVK/Ltt99it9tp2bIldevWZciQIZQsWRIfHx9KlCjBN998Q5s2bbjxxht58cUXefPNN7WxongFm7l88FpERDI1duxYVq9ereMmRPI59QCJiIiI11ECJCIiIl5HQ2AiIiLiddQDJCIiIl5HCZCIiIh4HSVAIiIi4nWUAImIiIjXUQIkIiIiXkcJkIiIiHgdJUAiIiLidZQAiYiIiNdRAiQiIiJe5/8Aa8U7kcmprxQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 2 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 3 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 4 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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2xODI97fFMDQudLvY2Fh8fHyIiYmhSJEizg5HRERcVFiYuXrq1gnEAQEwZQp07Oi8tjIqq2Nw5PtbCZANSoBERCSn0E7Q9lMCdJeUAImIiOQ+jnx/O30fIBEREZHspgRIREREss+FC/DMM7B8uVPDUAIkIiIi2ePHH6FOHfj6a+jXD65edVooSoBEREQkayUkwMiR0KQJHDsGFSvC2rVQoIDTQnLaURgiIiLiAo4dg27dzN4fgJ49YepUKFzYqWGpB0hERESyxooVULu2mfwULgwLF8IXXzg9+QH1AImIiEhmu3oVQkNh9mzz+sEHYfFic+grh1APkIiIiGSePXugfn0z+bFYYMgQswcoByU/oB4gERERyQyGYc7tefNNiIszt3n+8kto0cLZkdmkBEhERETuzpkz8NxzsGaNef3EEzBvHpQo4dy40qEhMBEREcm4jRvNic5r1oCXF3z6KaxenaOTH1ACJCIiIhkRH2/O72nZ0jzZtGpV+PlnePVVc+5PDqchMBEREXHMP/9ASAjs2GFev/wy/Oc/Tt3Y0FHqARIRERH7LVwIdeuayU+xYuZePzNn5qrkB9QDJCIiIvaIjYX+/c0ECKBxY1i0CAICnBtXBqkHSERERNK3YwfUq2cmP25u5rlemzbl2uQH1AMkIiIiaUlMhIkT4b33zANNy5Uzd3R++GFnR3bXlACJiIhIalFR5sGl331nXj/9NHz2GRQt6tSwMouGwERERCSlNWugVi0z+SlQAD7/HJYtyzPJD6gHSERERJJcvw5vv21uZghQpw4sWQJVqjg1rKygHiARERGBffugQYObyU9oKGzfnieTH1APkIiIiGszDHOIa8AAuHYNfH1h/nxo29bZkWUpJUAiIiKu6sIFePFFczNDMI+1WLAASpVyblzZQENgIiIirujHH81DTFesAA8Pc7n7+vUukfyAeoBERERcS0ICfPABjB5t7vNTqZI50bl+fWdHlq2UAImIiLiKY8egWzez9wegVy9z0nPhws6Nywk0BCYiIuIKli83h7x+/NFMeBYtMic7u2DyA+oBEhERyduuXIGBA2H2bPO6QQPzOIt773VuXE6mHiAREZG8as8ec27P7NlgscA770BkpMsnP6AeIBERkbzHMMy5PW+9BXFxUKYMfPklNG/u7MhyDCVAIiIiecmZM9CnD6xda14/+STMnQslSjg3rhxGQ2AiIiJ5RXi4eYjp2rXg5QVTp8J//6vkxwb1AImIiGQDq9WcfhMVBaVLQ+PG4O6eSY3HxcGwYTBhgnldrRosXQo1a2bSC+Q9SoBERESyWFiYedTWiRM3y/z94eOPoWPHu2z8778hJAR27jSv+/aFjz6CAgXusuG8TUNgIiIiWSgsDDp3Tpn8AJw8aZaHhd1F419+CXXrmslPsWJmYzNmKPmxgxIgERGRLGK1mj0/hpH6uaSy0FCznkNiY6F7d+jZEy5fhkcfNZe8P/XU3YbsMpQAiYiIZJHIyNQ9P7cyDDh+3Kxnt59+Mnt9Fi0yJxGNHg3ffw8BAXcdryvRHCAREZEsEhWVifUSE81JzsOGmQeali9v7ujcqNFdxeiqlACJiIhkkdKlM6neqVPmcNfGjeb1M8/ArFlQtOjdhOfSNAQmIiKSRRo3Nld7WSy2n7dYzJGrxo3TaWTNGvMQ040bzcnNc+aYS9yV/NwVJUAiIiJZxN3dXOoOqZOgpOspU9LYD+j6dXj9dXMn57NnoU4d+OUXeO65tDMqsZsSIBERkSzUsSMsXw5ly6Ys9/c3y23uA7R3r3lq+6efmtcDB8L27XD//Vker6vQHCAREZEs1rEjtG9vx07QhmGe3B4aCteuga8vfPEFtGnjjLDzNCVAIiIi2cDdHZo2TafC+fPw4os3d0Zs2RIWLIBSpbIjPJejITARERFn++EHc6JzWBh4eMDEibB+vZKfLKQeIBEREWdJSDA3MvzgA3Ofn0qVzBVeQUHOjizPUwIkIiLiDEePQrdusGWLed2rlznpuXBh58blIjQEJiIikt2+/toc8tqyxUx4Fi2C+fOV/GQj9QCJiIhklytXzNNR58wxrxs0MI+zuPde58blgtQDJCIikh1274b69c3kx2KBd98118Ur+XEK9QCJiIhkJcMwt4MePBji4qBMGfjyS2je3NmRuTQlQCIiIlnl9Gno0wfWrTOv27Uze4BKlHBuXKIhMBERkSwRHm5OdF63Dry8YNo0WLVKyU8OoQRIREQkM8XFwdtvQ3AwREdD9eqwYwf066dDTHMQDYGJiIhkloMHoWtX2LnTvH7lFfjoI8if37lxSSpKgERERO6WYZgTm/v3h8uXoVgxmDsXOnRwdmSSBiVAIiIidyM21uzpWbzYvG7SBBYuBH9/58Yl6dIcIBERkYz66SeoW9dMftzdzXO9Nm5U8pMLqAdIRETEUVYrTJgA779vHmhavjwsWQINGzo7MrGTEiARERFHnDoFPXrA998DcLpZF37oOpMSN4rS2Gp2BEnOpyEwERERe33zDdSqBd9/T4JXAd4oNhe/TUt4+sWiNGsGFSpAWJizgxR7KAESERG5k2vX4NVXzZ2cz53jYmBdatz4hf9c6APc3Nvn5Eno3FlJUG6gBEhERCQ9e/eap7ZPmwZAYuggguK2sZ/7U1U1DPPP0FBzmpDkXEqAREREbDEMmDkTgoLg99+hZEn49lt+aP8Rh056pXvb8ePmQe+ScykBEhERud3589Cpk7m/z/Xr0KoV/PYbtG5NVJR9TdhbT5xDCZCIiMitNm82DzFduRI8PGDSJPNAUz8/AEqXtq8Ze+uJcygBEhERAXM/n/ffh+bN4cQJuO8+2LYN3ngD3G5+XTZubO5zmNa5phYLBASY9STnUgIkIiJy9Kh5hMXo0ZCYCH36wC+/mPN/buPuDh9/bP58exKUdD1livYDyumUAImIiGv76itzyGvrVihSxDzWYu5cKFQozVs6doTly6Fs2ZTl/v5meceOWRyz3DWnJ0DTp08nMDAQb29vgoKCiLzDtPnNmzcTFBSEt7c39957LzNnzkxV5+LFi/Tv35/SpUvj7e1N1apVWbduXVa9BRERyY2uXIEXXoAuXSAmBh56CHbvhpAQu27v2BGOHIFNm8ycadMmOHxYyU9u4dSjMJYtW0ZoaCjTp0/n4YcfZtasWbRp04a9e/dSrly5VPUPHz5M27ZtefHFF1m4cCFbtmyhX79++Pr60qlTJwDi4uJo2bIlJUuWZPny5fj7+3P8+HEKFy6c3W9PRERyql9/NROd/fvNcat334Xhw81Jzw5wd4emTbMmRMlaFsNI2rYp+zVo0IB69eoxY8aM5LKqVavSoUMHxo4dm6r+4MGDWb16Nfv27Usu69u3L3v27GHbtm0AzJw5k4kTJ/LXX3/h4eB/yEliY2Px8fEhJiaGIkWKZKgNERHJgQzDnMAzeDDExUGZMrBwITRr5uzIJBM48v3ttCGwuLg4du3aRXBwcIry4OBgtm7davOebdu2parfqlUrdu7cSXx8PACrV6+mYcOG9O/fHz8/P2rUqMGHH36INZ0tOW/cuEFsbGyKh4iI5DGnT8Pjj8PAgWby064d7Nmj5MdFOS0BOnv2LFarFb//31chiZ+fH9HR0TbviY6Otlk/ISGBs2fPAnDo0CGWL1+O1Wpl3bp1vPfee3z00UeMGTMmzVjGjh2Lj49P8iMgIOAu352IiOQoGzaYh5h++y14eZnHWqxaBSVKODsycRKnT4K23LaG0DCMVGV3qn9reWJiIiVLluSzzz4jKCiIZ599lqFDh6YYZrvdO++8Q0xMTPLj+PHjGX07IiKSk8TFwdtvmzs5//svVK8OO3ZAv35pb+QjLsFpk6BLlCiBu7t7qt6e06dPp+rlSVKqVCmb9fPly0fx4sUBKF26NB4eHrjfsgFD1apViY6OJi4uDk9Pz1Ttenl54eWV9rkuIiKSCx08CF27ws6d5vUrr8BHH0H+/M6NS3IEp/UAeXp6EhQURHh4eIry8PBwGjVqZPOehg0bpqq/YcMG6tevnzzh+eGHH+bvv/8mMTExuc6BAwcoXbq0zeRHRETyGMOABQugbl0z+SlWzDzWYvp0JT+SzKlDYIMGDeLzzz9n7ty57Nu3j4EDB3Ls2DH69u0LmENTPXv2TK7ft29fjh49yqBBg9i3bx9z585lzpw5vPnmm8l1XnnlFc6dO8eAAQM4cOAAa9eu5cMPP6R///7Z/v5ERCSbxcZC9+7Qq5e5z0+TJuYhph06ODsyyWGcug9Qly5dOHfuHKNGjSIqKooaNWqwbt06ypcvD0BUVBTHjh1Lrh8YGMi6desYOHAg06ZNo0yZMnzyySfJewABBAQEsGHDBgYOHEitWrUoW7YsAwYMYPDgwdn+/kREJBv99JO5t8/hw+YGPSNHwpAhOpNCbHLqPkA5lfYBEhHJRaxWmDDBPMg0IQEqVIDFi7E+2JDISIiKMk9mb9z4Zi5ktZLmc7c2e6c6krM48v3t1B4gERGRu3LqFPToAd9/b14/+yzMnEnYRh8GVDAPdU/i73/zENMBA2w/l3SMRVjYnetI7qYeIBvUAyQikgt88415avu5c1CwIHz6KfTuTdhKC507m3Ohb2WxpC679TkwDzIF0rw/qY6SoJzJke9vJUA2KAESEcnBrl2Dt94yNzMEqFcPliyBypWxWs0RsFt7buxlsdw83T2t+y0WsycoaZqR5CwaAhMRkbxp715zmOv33wFIHPgGka3HcGqXF6VPmfN2MpL8gNnjc6d7DQOOHzfnBukQ1NxNCZCIiOR41gSDv9/+jIpTQ8kXfx2jZEm2vLSAkPmtODH5Zr177smeeKKisud1JOsoARIRkRztmy/Ok6/vC7S5vhKAb2nNoPj5/PVB6lMDzp/PnphKl86e15GsowRIRERyrB9Gb6bO+90J4ARxeDCEcUwhFONC5u/je+scoJMnbU+YTpoD1Lhxpr+8ZDMlQCIikvMkJJA4fCSPfDgGNwz2U5kQlvAr9TLc5K2rwG5fEZa0witpmXznzmnXmTJFE6DzAqefBi8iIpLCkSPQpAluH36AGwZz6UMQuxxOfm6fD+TvDytWmI+knp5bn0ta3t6xo/lzenUk99MyeBu0DF5ExEmWLYOXX4aYGOLyF6HHtc/4ii4Zauq778yeGu0E7Tq0DF5ERHKXK1fg9ddh7lwAYqo35POmi/hqWqDDTSXN02naNO2Exd39zsvY7akjuZcSIBERca5ffzX39jlwAMNi4ZNCQ3njz+FY/3T8K0rzdMRemgMkIiLOkZgIkyfDQw/BgQNcu6cszY3vCb00Gusd/v88KdEpXjxluebpiL3UAyQiItnv338xevXG8r/1AJxp1J7mh+fwB8XvcKPJ39/s5WnfXvN0JGOUAImISPbasIHrXXriffFfruHNIP7DzK19Acsdb33vPWjRImWio3k6khEaAhMRkewRFwdvvgmtWuF98V9+pwYPsIOZvII9yQ9AtWrpT24WsZd6gEREJOsdOAAhIfDLLwBMox9vMonr5HeoGR1BIZlFCZCIiGQdw4AvvoBXX4UrV4gvcg+dY+eymvYONaMjKCSzaQhMRESyRkwMdO0KffqY+/w0bcraD3/LUPIDWtoumUsJkIiIZL7t26FOHVi61MxaxoyB776jaPWyd7z1dlraLllBQ2AiIpJ5rFYYNw6GDzd/DgyExYuxPvAQkZHmKeu+vnD2bNqnrZctC/Pnw+nTWtouWUcJkIiIZI6TJ6F7d4iIMK9DQmDGDMI2+jCgApw4kf7tt57I3qJFVgYqogRIREQcdPshoY0awf4J/6Xy+Ofwunweo2BBjE+n8UOFnvx3hIUpU+xrN2lzQw11SXZQAiQiInYLC4MBA2725nhzjY8sb9LPmA7ALurRz2MJ/7xVmXPn7tyer695GkbZshrqkuylBEhEROwSFgadO9+cu1OdP1hCCDWNPwCYxBu8y4fEX/S0u80zZ8zkR7s5S3ZTAiQiIndktZo9P2byY/Ays5jMQPJznWj86MUXbKBVhtqOisrUUEXsogRIRETSlDTfZ+NGc9jrHs7xOS/wFKsA+JbW9GY+p/HL8Gtod2dxBiVAIiJi0+3zfZoQwUK6489J4vBgMOP5mAEYGdxSTrs7izMpARIRkVRune/jTgLDGclQxuCGwX4q8yxL2U3dDLev3Z3F2RxO248fP86JWzZz+PnnnwkNDeWzzz7L1MBERMQ5bp3vU54j/MCjDOMD3DCYw3MEseuukh/Q7s7ifA4nQF27dmXTpk0AREdH07JlS37++WfeffddRo0alekBiohI9oqMNIe9nmEZe6hNI7YRQxG6sJQXmMMVCmW47dBQ2LQJDh9W8iPO5XAC9Mcff/Dggw8C8NVXX1GjRg22bt3K4sWLmT9/fmbHJyIi2ezM4ct8zvMs41l8iGUrDanNHr6ii836tw9hFS9uPm4VEAArVph7/jRtqmEvcT6H5wDFx8fj5eUFwHfffUe7du0AqFKlClFayygikrv98guPDw+hAAdIxMIYhjKS4VhtfF289555ZEWjRrB1682doZMmNd+6W7Q2OZScxuEEqHr16sycOZPHH3+c8PBwRo8eDcCpU6cofnvKLyIiuUNiojkjecgQCsTHE+Velq7WhUTQNFXVpNVbI0bcTGpsbWSozQ0lJ3N4CGz8+PHMmjWLpk2bEhISQu3atQFYvXp18tCYiIjkIv/+C48/Dm+8AfHxnHmkA1Nf2EMETZNXayXR6i3JKyyGkbSpuf2sViuxsbEUK1YsuezIkSMUKFCAkiVLZmqAzhAbG4uPjw8xMTEUKVLE2eGIiGSd//0PevaE06exenrzXoHJjLv4MmBmOu7u5qqwJAEBOrBUci5Hvr8ztA+QYRjs2rWLf/75h65du1K4cGE8PT0pUKBAhgIWEZFsduMGvPsu/Oc/AMSUq8Ejx5bwR1yNFNWSkp/QUGjfXnN5JO9wOAE6evQorVu35tixY9y4cYOWLVtSuHBhJkyYwPXr15k5c2ZWxCkiIpnlwAEICYFffgEgsV9/6v93In+T32Z1i8VcwTVpkpIfyTscngM0YMAA6tevz4ULF8if/+Y/lqeeeoqNGzdmanAiIpKJDAPmz4d69czkp3hxrCv/yyf3TeXvk7aTn6Tbjh83V3WJ5BUO9wD9+OOPbNmyBU9PzxTl5cuX5+TJk5kWmIiIZKKYGOjbF5YuNa+bNWNdyJe8/FpZbtncP13a6UTyEocToMTERKy3zoj7fydOnKBw4cKZEpSIiGSi7dvNIa8jR8wxrNGjCav0Np27uOPIMhid2i55icNDYC1btmTKlCnJ1xaLhcuXLzN8+HDatm2bmbGJiMjdsFphzBh45BEz+QkMhB9/JO6Nd+jb3/7kx2IxV3/p1HbJSxzuAZo8eTLNmjWjWrVqXL9+na5du3Lw4EFKlCjBkiVLsiJGERFx1IkT0KMHREQA8G/zECK7zmDvBh8+fRLOnrWvGe37I3lVhvYBunbtGkuWLOGXX34hMTGRevXq0a1btxSTonMz7QMkIrmN1Xrz6IlqB1dRbdLzeFw6T5xnQQYXnMaUCz1J2tvHEdr3R3ITR76/M5QA5XVKgEQkNwkLgwED4OyJa3zEG/RjBgA7CSKEJfzNfRlqd/JkeO019fxI7pGlGyEuWLAg3ed79uzpaJMiIpJBYWHQuTNUM/5gHSHU5A8AJvAW7/EB8XjeoYXUks76UvIjeZnDPUC3Hn8B5unwV69eTd4J+vz585kaoDOoB0hEcgOrFSqUN3jy5Aw+4g3yc51o/OjJAsIJznC7FgssX65hL8l9HPn+dngV2IULF1I8Ll++zP79+3nkkUc0CVpEJBttW3OOT08+xXT6k5/rrKMNtdlzV8mPr6+SH3ENGToL7Hb33Xcf48aNo3v37vz111+Z0aSIiKTDujGCmj2648NJbuDJYMbzCa9jOP7/tcl8fc3FY56Oj5qJ5DoZ/5dyG3d3d06dOpVZzYmIiC3x8fzV+T0sjzXH59JJ9lOZh9jOx4RmOPmxWMzHzJlKfsR1ONwDtHr16hTXhmEQFRXF1KlTefjhhzMtMBERuc2RI5xr3ZUq+7cB8DnPM4CPuUrBu2rW319L3cX1OJwAdejQIcW1xWLB19eX5s2b89FHH2VWXCIicqulSzFefpnisbFcxIeX+IyveSZDTfn7w4svwn33mcdbNG6s1V7iejJ0FpiIiGQPa8xlTj/7OqXXz8MCbKER3VjEUSrY3YYSHpHUMmUStIiIZL7vJ/1ChXee5d6Eg1hx4wPeYzTDsN7hV/e770Lz5nD6tBIekbTYlQANGjTI7gb/85//ZDgYEREBEhP57bkpPPLFEDyJ5zj+dGchP9DErttbtoSmTbM2RJHczq4E6Ndff7WrMYvF8XNmRERc3a3nePl7/EvV8b2ptXM9AGE8xQt8zgXuuWM7STs469R2kTuzKwHatGlTVschIuKSks7xOnECWrGeL+hFCU5zDW9CmcJnvIQjh5jq1HYR+2gOkIiIkySd4+Vh3GAS7/IG5hSC36hJCEvYS3W72/L1Nffx0VJ2EftkKAHasWMHX3/9NceOHSMuLi7Fc2FhYZkSmIhIXma1mj0/9xn7WUII9TCnGkylP28xkevkt7st7eAs4jiHE6ClS5fSs2dPgoODCQ8PJzg4mIMHDxIdHc1TTz2VFTGKiORat87vKVnSLDt9Gk6dNHjsxHym8ioFucpZivMcc/mGdna3nTTtUjs4izjO4QToww8/ZPLkyfTv35/ChQvz8ccfExgYyMsvv0zp0qWzIkYRkVzp1vk9t/LhIjPpyxssA+B7mtGDLzlFWYfa1w7OIhnncAL0zz//8PjjjwPg5eXFlStXsFgsDBw4kObNmzNy5MhMD1JEJKe7vacnMhJs/TpsyFYW05UKHCUBd4Yxmgm8TSL2zVz29YVu3aB9e+3vI3I3HE6A7rnnHi5dugRA2bJl+eOPP6hZsyYXL17k6tWrmR6giEhOl1ZPz63csPIOYxnBCPJh5RCBhLCEn2lg12vccw989ZW5v4+SHpG753AC1LhxY8LDw6lZsybPPPMMAwYM4Pvvvyc8PJwWLVpkRYwiIjlW0kouw0i7TllOsJDuNGUzAIvoyivM4BJF7th+0jyf2bNBv2JFMo/FMNL7Z3vT7t27qVOnDufPn+f69euUKVOGxMREJk2axI8//kilSpUYNmwYxYoVy+qYs1xsbCw+Pj7ExMRQpMidf0GJiGuyWqFChfR7ftqzijk8T3HOc4lC9GcaX9IDe/f2CQjQPB8Rezny/W13AuTm5kbdunV54YUX6Nq1Kz4+PpkSbE6kBEhE7LFxIzz2mO3nvLnGR7xBP2YAsJMgQljC39x3x3YnTYIyZXSOl4ijHPn+drO30S1btlCvXj2GDBlC6dKl6d69u3aIFhGXY7VCRAQMHAhp7fxRnT/YwQPJyc8E3qIRW++Y/FgsZo9PaCiEhGi+j0hWsjsBatiwIbNnzyY6OpoZM2Zw4sQJHnvsMSpWrMiYMWM4kV4fsIhIHhAWZg55NWtmDkv9/3qQWxj0Yxo7qU8N/iQaP4L5H4OZQDzpb9STNNdHR1mIZA+7E6Ak+fPnp1evXkRERHDgwAFCQkKYNWsWgYGBtG3bNitiFBFxKqsVRo2CTp3Snu9TnLOs5Cmm8Sre3GAdbajFb4QTbNdr+PvD8uWa6yOSXeyeA5SWy5cvs2jRIt59910uXryI1WrNrNicRnOARCRJWBi8/jqcPJl2naZsYiHdKcspbuDJ20zgE17n9onOw4ebc3pOn065K7Tm+ohkjiyZA3S7zZs306tXL0qVKsXbb79Nx44d2bJli8PtTJ8+ncDAQLy9vQkKCiIyMvKOrxsUFIS3tzf33nsvM2fOTLPu0qVLsVgsdOjQweG4RESSlrinlfzkI57RvMdGWlCWU/zF/TzEdj5hALcmPwEBsGIFjBhhLmUPCTH/TPpZc31Esp9D+wAdP36c+fPnM3/+fA4fPkyjRo349NNPeeaZZyhYsKDDL75s2TJCQ0OZPn06Dz/8MLNmzaJNmzbs3buXcuXKpap/+PBh2rZty4svvsjChQvZsmUL/fr1w9fXl06dOqWoe/ToUd58800aN27scFwi4jrSOqureHF4+eW09/epwGEW05WGbAfgc55nAB9zFfN3oVZyieRsdg+BtWzZkk2bNuHr60vPnj157rnnuP/+++/qxRs0aEC9evWYMWNGclnVqlXp0KEDY8eOTVV/8ODBrF69mn379iWX9e3blz179rBt27bkMqvVSpMmTejTpw+RkZFcvHiRVatW2R2XhsBEXIM9Ozjb8ixLmElffIjlIj68xGd8zTOAOZnZ3x8OH1bSI5LdHPn+trsHKH/+/KxYsYInnngC90z4Vx0XF8euXbsYMmRIivLg4GC2bt1q855t27YRHJxyQmGrVq2YM2cO8fHxeHh4ADBq1Ch8fX15/vnn7zikBnDjxg1u3LiRfB0bG+vo2xGRXMaeHZxvV5DLfMpr9GE+AFtoRFcWc4zygFZyieQmdidAq1evztQXPnv2LFarFT8/vxTlfn5+REdH27wnOjraZv2EhATOnj1L6dKl2bJlC3PmzGH37t12xzJ27Fgd4iriQqxWs+fHkeSnHrtYQgiVOYgVN8YwlFG8j/WWX6M6nV0k93D4LLDMZrGkXCVhGEaqsjvVTyq/dOkS3bt3Z/bs2ZQoUcLuGN555x0GDRqUfB0bG0tAQIDd94tIzpTW/J5Tp+wf9rKQyEAmM5Z38CSe4/jTjUVE8igAJUpA9+46nV0kt3FaAlSiRAnc3d1T9facPn06VS9PklKlStmsny9fPooXL86ff/7JkSNHePLJJ5OfT0xMBCBfvnzs37+fihUrpmrXy8sLLy+vu31LIpKDZHR+z638iOYLetGKDQCsoCMvMpsL3APAyJEwdKiSHpHcyGkJkKenJ0FBQYSHh/PULfvJh4eH0759e5v3NGzYkG+++SZF2YYNG6hfvz4eHh5UqVKF33//PcXz7733HpcuXeLjjz9Wr46Ii8jI/J7btWI9X9ALP05zlfwMZDKf8RJgwdcXZs7UUJdIbubUIbBBgwbRo0cP6tevT8OGDfnss884duwYffv2BcyhqZMnT7JgwQLAXPE1depUBg0axIsvvsi2bduYM2cOS5YsAcDb25saNWqkeI2iRYsCpCoXkbwpI/N7buXJDcbyDoOYDMBv1ORZlrKPagD4+pq9Sp7pn2whIjmcXQmQIxOg27VrZ3fdLl26cO7cOUaNGkVUVBQ1atRg3bp1lC9vrqiIiori2LFjyfUDAwNZt24dAwcOZNq0aZQpU4ZPPvkk1R5AIuK6IiMzPuxVmf0sIYR6/ArAp7zKW0zkBt7JK7xmzlTyI5IX2LUPkJtbyg2jLRYLt95268RkHYUhIs60ZAl07eroXQZ9mMenvEZBrnKW4vRhHmu4OZ8wIEArvERyukw/CiMxMTH5sWHDBurUqcO3337LxYsXiYmJYd26ddSrV4/169dnyhsQEcmo0qUdq+/DRZYQwlyepyBXOXpfC36c9huh3z3Jd9/B4sWwaZO5saGSH5G8w+HDUGvUqMHMmTN55JFHUpRHRkby0ksvpdilObdSD5BI7hUXZ+7Hc+bMnes2ZCuL6UoFjhJPPib5fMDbZ97C3SPDxySKiBNl6WGo//zzDz4+PqnKfXx8OHLkiKPNiYhkmrAwqFjxzsmPG1beYzQ/8CgVOMo/3EtjfuT+uYOV/Ii4CIf/pT/wwAOEhoYSFRWVXBYdHc0bb7zBgw8+mKnBiYjYK2np+50mQPtznO9pzmjeJx9WFtKNJ8v+ytsrGmiIS8SFOLwMfu7cuTz11FOUL18++cT2Y8eOUblyZYcOHBURySz2LH0vUQLC+62k6kfP43XlAgn5C7Gj93T8n+nB79rBWcTlOJwAVapUid9++43w8HD++usvDMOgWrVqPPbYY+keYSEiklXutPQ9P1cZdfYN6oyaaRY88AD5Fi+mYaVK2ROgiOQ4GdoI0WKxEBwczKOPPoqXl5cSHxFxqltG5FOpyW8sIYTq7DUL3n4bRo/WZj4iLs7hOUCJiYmMHj2asmXLUqhQIQ4fPgzAsGHDmDNnTqYHKCJyJ7aXvhv0Zyo/8yDV2UsUpdgzcQOMH6/kR0QcT4A++OAD5s+fz4QJE/C85ZdIzZo1+fzzzzM1OBERezRubC59T+qMLs5Z/kt7pvIa3txgLW1pU+Y3agxs6dxARSTHcDgBWrBgAZ999hndunXD/ZZZg7Vq1eKvv/7K1OBERNJitUJEhLnzc0QEPP+8OQm6KZvYQ23a8Q038GQAH/Mka3j/U19NdBaRZA7PATp58iSVbEwcTExMJD4+PlOCEhFJT1iYuerr1onP+YhnDMMZwjjcMPiL+3mWpZwPqMPyKdrFWURScrgHqHr16kRGRqYq//rrr6lbt26mBCUiYovVCqNGQadOKZOfQA4RSWPeZSxuGMzmBYLYRceRdXSEhYjY5HAP0PDhw+nRowcnT54kMTGRsLAw9u/fz4IFC1izZk1WxCgiQlgYvP46nDyZsjyExcykL0W4xAWK8iKzWUFnLBb4/HMYOtQ58YpIzuZwD9CTTz7JsmXLWLduHRaLhffff599+/bxzTff0LKlJhiKSOZL2uX51uSnEJeYR28W040iXOJHHqYOu1lBZ8CcD3T8uLlHkIjI7RzqAUpISGDMmDE899xzbN68OatiEhFJZmuX5yB2soQQ7uNvrLgxivcZw1CsNn6lpbdHkIi4Lod6gPLly8fEiROxWq1ZFY+ISAq37vJsIZE3mcg2GnIff3OMAJoSwSiG20x+IK09gkTE1Tk8BPbYY48RERGRBaGIiKSW1IPjRzTrac1E3saDBL6mM7XZw480tnmfxQIBAeYeQSIit3N4EnSbNm145513+OOPPwgKCqJgwYIpnm/Xrl2mBSciUrIktOZbvqAXJTnDVfIzgI/5nBcA28fwJG2IOGWKDjkVEdsshpHe+cmpubml3WlksVjyxPBYbGwsPj4+xMTEUKRIEWeHI+KyVi27wZnnh/DilSkA7KEWz7KUv6ia7n0BAWbyo+XvIq7Fke9vh3uAEhMTMxyYiIg9rFaYGfoXjaaG0IHdAHzCa7zNBG7gnar+8OHmUNfp0+acn8aN1fMjIunL0GnwSa5fv463d+pfRiIiGRW2wmDrC3MZefF1CnKVM5SgD/NYyxOp6vr7w8cfq6dHRBzn8CRoq9Wa4jT4Q4cOAToNXkTu3jdfXiS+87NMuvgCBbnKd7SgFr/ZTH4A5s9X8iMiGeNwAjRmzBidBi8imc4auZU6ferQha+IJx+DGUcwG4gm7XXsp09nY4AikqfoNHgRcS6rFUaPxq3powRYj/I3FXmYLUxgMMYdfkVpjx8RySidBi8iznP8OHTvDj/8gAVYQA/6M43LFE73NovFnP+jPX5EJKN0GryIOMfKlVC7NvzwAxQqxL53v6QXC+6Y/CTRHj8icjd0GryIZK+rV2HQIJg1y7x+4AFYvJjKgZXwX2AeeJre7mRa+SUimUGnwYtI9vntNzPhSUp+3n4bfvwRKlXC3d1MbODmTs63GzkSjhxR8iMid8/hnaBdgXaCFslkhgHTpsGbb8KNG1CqFHz5JTz2WKqqYWHm6e9JB6CCdnYWEftk6U7QIiIOOXsWnnsOvvnGvH78cZg3D3x9bVbv2BHatzdPgY+K0s7OIpI17EqAihUrhiWtPunbnD9//q4CEpE8ZONG6NHDzGQ8PWHiRHjttbTHuP6fuzs0bZo9IYqIa7IrAZoyZUryz+fOneODDz6gVatWNGzYEIBt27bxv//9j2HDhmVJkCKSy8THw/vvw/jx5vBXlSqwdKm56isNVqt6fUQk+zg8B6hTp040a9aMV199NUX51KlT+e6771i1alVmxucUmgMkchf++Qe6doWffzavX3oJJk+GAgXSvMXWvB+t9hIRRzny/e1wAlSoUCF2796dajPEgwcPUrduXS5fvux4xDmMEiCRDFq0CF55BS5dgqJFYfZs6Nw53VvCwswqt/8mSholW75cSZCI2MeR72+Hl8EXL16clStXpipftWoVxYsXd7Q5EckLLl2Cnj3NXZ0vXTLHr/bsuWPyY7WaPT+2/jcsqSw01KwnIpKZHF4FNnLkSJ5//nkiIiKS5wBt376d9evX6zBUEVe0cyeEhMDff4Obmzn3Z+hQyHfnXy+RkSmHvW5nGOZpGZGRmhQtIpnL4QSod+/eVK1alU8++YSwsDAMw6BatWps2bKFBg0aZEWMIpITJSbCRx/Bu+9CQoK5Wc/ixfDII3Y3ERWVufVEROzlUAIUHx/PSy+9xLBhw1i0aFFWxSQiOV10NPTqBRs2mNedOpnzfYoVc6gZe09z16nvIpLZHEqAPDw8WLlypZa7i7iydeugd284cwby5zeXar3wAtZEC5ERZm9NyZJm1dOnzeSlUSPYujX1c8WLQ4kS5l6JtujUdxHJKg4PgT311FOsWrWKQYMGZUU8IpJT3bgBgwffPLCrdm1YsgSqVrW5jP1W7u6OT2ROWgWmU99FJCs4nABVqlSJ0aNHs3XrVoKCgihYsGCK519//fVMC05Ecoi//jInOu/ebV4PGADjxoG3d5rL2G+VkVVc/v46/0tEso7D+wAFBgam3ZjFwqFDh+46KGfTPkAi/88wYO5ceP11uHrVHK+aP988zwszsalQIf2VXBnh62u26emZue2KSN6WpYehHj58OMOBiUgucvGiuYvz118DEF29BYdGfkn9lqXZGmHO5zl1KvOTHzCnF23dqqXvIpJ1Mnwa/NmzZ7FYLNr8UCQv2rLFPM7i2DHiycdQxjDpzzcxOrtlaD5PRmjpu4hkJYcSoIsXLzJ06FCWLVvGhQsXAPOk+GeffZYPPviAokWLZkWMImKH2w8TvXXl1Z2uk1ZmnYm20uC7MVRYMBJLYiJ/U5EQlrCTB1K8TnbQ0ncRyUp2J0Dnz5+nYcOGnDx5km7dulG1alUMw2Dfvn3Mnz+fjRs3snXrVoo5uA+IiGTMrQnPwYPmNjy3Dkfd3lNzp2t/jrOIbgQSCcACevAqU7lE9s6D09J3EckOdidAo0aNwtPTk3/++Qc/P79UzwUHBzNq1CgmT56c6UGKSEp3WnYOqXtq0rvuyAo+5wWKcZFLFOIVZrCI7pkXsJ209F1Esovdh6GuWrWKSZMmpUp+AEqVKsWECRNsHpIqIpkradl5Zkw+zs9VZvIyK+hMMS6yg/rU5ddMT37sTWb8/XX6u4hkD7t7gKKioqhevXqaz9eoUYPo6OhMCUpEbEvv9HRH1WIPSwihGvtIxMJ4BvM+o0jA4+4bByZNgjJl0t8J+vYdoxs3Vs+PiGQPuxOgEiVKcOTIEfz9/W0+f/jwYa0IE8lidzo93T4GrzKVibyFNzc4RWl68CXf0yIzQkyewxMamjKZ0ZJ2EclJ7B4Ca926NUOHDiUuLi7Vczdu3GDYsGG0bt06U4MTkZTudml4Cc6wmnZ8yut4c4M1PE5t9mRq8gOawyMiOZ/dPUAjR46kfv363HffffTv358qVaoAsHfvXqZPn86NGzf48ssvsyxQEbm7peHN2ciX9KAMUVzHi7eYyFReBSwOtZPePkA6vkJEcguHjsI4fPgw/fr1Y8OGDSTdZrFYaNmyJVOnTqVSpUpZFmh20lEYklMlHT1x8qT984DyEc8o3mcw43HDYC9VeZal/E4th19/5EgYMsT2fB7N4RERZ3Pk+9vhs8AALly4wMGDBwHzcNR77rknY5HmUEqAJCdLWgUG6SdB7u5Q3voPi+lKA34GYBYvMZDJXKNAuj05tz8XEKCeHRHJ+bI8AcrrlABJTmdrHyB/f3jxRbjvPrM35pGji6DfK+S7eon4QkXh88/Z4tcp3Z2gk3pybt81Wj07IpIbKAG6S0qAJDe4/eiL5CTl0iXo3x+S5uQ98ggsWgTlyjk1XhGRrJalp8GLSM7g7m5jafmOHRASAv/8A25uMHw4vPsu5NM/dRGRW+m3okhekJho7jw4dCgkJJi9PYsWmb0/IiKSihIgkdwuKgp69oTvvjOvn34aZs0CHUwsIpImuzdCFJEcaM0aqFXLTH4KFDCPhF+2TMmPiMgdqAdIJJvZmrwMdy67dWVW2eLXeWTNYNw+/cSsWLs2LFkCVas6502JiOQySoBEspGt5etJR+idO5d+WdLePFXYxxJCcGOP+cSAATBuHHh7Z23wIiJ5iIbARLJJ0gaGtx9meu5cykQnrTKr1eAFZrOLIOqwh9P48jhrCXt0ipIfEREHKQESyQZWq9lRk9Fdt4pyga94htm8RAGuEc5j1GYP31raEhqa9o7OIiJimxIgkWwQGZm658deD/Mje6jN0ywnnny8xQRa8T+iKY1hwPHjZvsiImI/zQESyUJJE55XrHD8XncSGMoY3mcU7iTyNxUJYQk7eSBV3aioTAhWRMSFKAESSUNaR03YW372LAwcmLGenwCOsZDuPIrZtfMFPXmVqVymsM36pUvfzTsVEXE9SoBEbEjrsNGQEHO1uT3lGdWJ5czmRYpxkVgK8wozWEw3m3UtFvP1k5bNi4iIfXQYqg06DNW1Ja3Wyu5/GQW4wmQG8hKzAfiJB+nKYg5R0WZ9i8X8c/ly6Ngxu6IUEcm5HPn+1iRokVvc7WqtjCheHB712cMOHuAlZpOIhcn536H9PT+mSH7c3VPe5++v5EdEJKM0BCZyi7tZreWoV1+FTh0NHv1tKpa338RCHFeLlubAsIW8PqA5r5P2TtC3zj0SERHHOb0HaPr06QQGBuLt7U1QUBCRd1jPu3nzZoKCgvD29ubee+9l5syZKZ6fPXs2jRs3plixYhQrVozHHnuMn3/+OSvfguQh2bma6tkWZ2j6n3a4hb6OJS4OnniCAgd/o86g5ri7m8lN06bm/KKmTcHTM+W1kh8RkYxzagK0bNkyQkNDGTp0KL/++iuNGzemTZs2HDt2zGb9w4cP07ZtWxo3bsyvv/7Ku+++y+uvv86KW9YYR0REEBISwqZNm9i2bRvlypUjODiYkydPZtfbklwsO1ZTWSzwrO9GGvWrbR5m6uUFn34Kq1dDiRJZH4CIiDh3EnSDBg2oV68eM2bMSC6rWrUqHTp0YOzYsanqDx48mNWrV7Nv377ksr59+7Jnzx62bdtm8zWsVivFihVj6tSp9OzZ0664NAnadVmtUKECnDyZNfOAPIhnNMN42zIBi2GYh5cuXWqe6C4iInclV0yCjouLY9euXQQHB6coDw4OZuvWrTbv2bZtW6r6rVq1YufOncTHx9u85+rVq8THx3PPPfekGcuNGzeIjY1N8RDX5O4OH39s/py0yiqz3Ms//Oz5MIMZbyY/L70EO3cq+RERcQKnJUBnz57FarXi5+eXotzPz4/o6Gib90RHR9usn5CQwNmzZ23eM2TIEMqWLctjjz2WZixjx47Fx8cn+REQEODgu5HczGqFiAhzH5+ICGjf3lxdVbZsynoBAfDWW+bqK3vLv/oKNm2Crf0Wsr9AXerE7YCiRc2toWfNggIFsvCdiYhIWpy+Csxy2/9mG4aRquxO9W2VA0yYMIElS5YQERGBdzqnZb/zzjsMGjQo+To2NlZJUC6S1s7M9jyf1oaHH38MR47Yvm/sWAfKr8RC//6wcKHZeOPG5s/lymXb5yMiIqk5LQEqUaIE7u7uqXp7Tp8+naqXJ0mpUqVs1s+XLx/FixdPUT5p0iQ+/PBDvvvuO2rdYYjBy8sLLy+vDLwLcbb0EpiOHdN/HmxveHjypFme1h47Sauz7li+Y4e5ZOuff8DNDYYPh6FDtXxLRCQHcNoQmKenJ0FBQYSHh6coDw8Pp1GjRjbvadiwYar6GzZsoH79+nh4eCSXTZw4kdGjR7N+/Xrq16+f+cFLjpC0Y/Pt+/YkJTBvv5328506mVNwbE10TioLDTV7jxyWmAjjx5sb9/zzj9nb88MP8P77Sn5ERHIKw4mWLl1qeHh4GHPmzDH27t1rhIaGGgULFjSOHDliGIZhDBkyxOjRo0dy/UOHDhkFChQwBg4caOzdu9eYM2eO4eHhYSxfvjy5zvjx4w1PT09j+fLlRlRUVPLj0qVLdscVExNjAEZMTEzmvVnJVAkJhuHvbxhmumL74e6e/vP2PDZtcjCwkycNo0WLmw08/bRhnD+fFR+BiIjcxpHvb6fOAerSpQvnzp1j1KhRREVFUaNGDdatW0f58uUBiIqKSrEnUGBgIOvWrWPgwIFMmzaNMmXK8Mknn9CpU6fkOtOnTycuLo7OnTuneK3hw4czYsSIbHlfkvXs2bE5Q703t3FoY8Q1a6BPH/MY+AIF4JNP4LnnMn85mYiI3DUdhmqD9gHK+ZYsga5ds/51Nm2yPd8nhevXzfG2Tz81r+vUMQOsUiWLoxMRkVvlin2ARO5GVu/YbLGYy9gbN75DxX37oEGDm8lPaChs367kR0Qkh1MCJLlS48bmaq70Rpfc3dN+3mIxT2G3WFLXSbqeMiWdOcuGAZ99BkFB8Ntv4OsLa9fC5Mnm0RYiIpKjKQGSXCm9HZuTkpqkrZ3SSnA++8z2hof+/mkvgQfg/HlzednLL8O1a9CyJezZA23b3tV7EhGR7KMESHKtjh3TT2AmTLhzgtOxo7nh4aZNsHix+efhw+kkP5GR5hyfsDDw8ICJE2H9+uw5RVVERDKNJkHboEnQucvd7ARtt4QE+OADGD3a3OenUiVzorP2mRIRyTEc+f52+lEYIncrrZ2Z7X3+jo4ehW7dYMsW87pnT5g6FQoXvotGRUTEmTQEJpKe5cvNIa8tW8yEZ9Ei+OILJT8iIrmceoBEbLlyBQYOhNmzzesGDcxJQvfe69y4REQkU6gHSOR2e/aYc3tmzzaXjL3zjjmJSMmPiEieoR4gkSSGYW5o+NZbEBcHZcrAl19C8+bOjkxERDKZEiARgDNnzHO81q41r9u1gzlzoEQJ58YlIiJZQkNgIuHhUKuWmfx4ecG0abBqlZIfEZE8TAmQuK64OPMQ0+BgiI6G6tVhxw7o108nuIuI5HEaAhPX9PffEBICO3ea1y+/DP/5DxQo4Ny4REQkW6gHSFzPl19C3bpm8lOsmHmsxcyZSn5ERFyIeoDEdcTGmsNbixaZ148+CgsXQkCAc+MSEZFspx4gcQ0//2z2+ixaZJ6NMXo0fP+9kh8RERelHiDJ2xITzWPhhw0zDzQtX97c0blRI2dHJiIiTqQESPKuU6fMg0s3bjSvu3Qx5/oULerUsERExPk0BCZ50zffmHv7bNxoTm6eMweWLFHyIyIigHqAJK+5ft3c2+fTT83rOnVg6VK4/36nhiUiIjmLeoAk79i71zy1PSn5GTgQtm9X8iMiIqmoB0hyP8MwT24PDYVr18DXF774Atq0cXZkIiKSQykBktzt/Hl48UVzM0Mwj7X44gsoVcq5cYmISI6mITDJvX74AWrXNpMfDw+YNAm+/VbJj4iI3JF6gCT3SUgwNzL84ANzn5/77jNXeAUFOTsyERHJJZQASe5y9Ch06wZbtpjXvXubk54LFXJqWCIikrtoCExyj6+/Noe8tmyBIkXMHZ3nzVPyIyIiDlMPkOR8V67AgAHmZoYADz1kJj+Bgc6NS0REci31AEnO9uuv5tyeOXPAYoGhQ83Jz0p+RETkLqgHSHImw4CPP4bBgyEuDsqUgYULoVkzZ0cmIiJ5gBIgyXlOn4Y+fWDdOvO6fXuzB6h4cefGJSIieYaGwCRnCQ83DzFdtw68vGDaNFi5UsmPiIhkKvUASc4QFwfDhsGECeZ19eqwZAnWajWJ3AxRUVC6NDRuDO7uzg1VRERyP/UAifMdPAgPP3wz+XnlFdixg7CDNalQwZz207Wr+WeFCjdPvRAREckoJUDiPIYBCxZAvXqwcyfcc4853DV9OmHf5qdzZzhxIuUtJ09C585KgkRE5O4oARLniI2F7t2hVy+4fBmaNIE9e6BDB6xWc9sfw0h9W1JZaChYrdkasYiI5CFKgCT7/fwz1K1rbmbo7m6e6bVxI/j7AxAZmbrn51aGAcePm/VEREQyQpOgJftYrTBxojnZOSHBnNCzeDE0bJiiWlSUfc3ZW09EROR2SoAke5w6BT16wPffm9ddusDMmVC0aKqqpUvb16S99URERG6nITDJet98Y+7t8/33ULAgzJ0LS5bYTH7AXOru72+efGGLxQIBAWY9ERGRjFACJFnn+nV47TVo1w7OnTNXe/3yi7nLc1rZDea0oI8/Nn++vVrS9ZQp2g9IREQyTgmQZI29e+HBB2HqVPP6jTdg61aoXBmrFSIizE6giAjbq7k6doTly6Fs2ZTl/v5meceOWf0GREQkL9McIMlchgGffWauU79+HUqWhC++gNatAXP/ngEDUq7y8vc3e3xuT2o6djSPAYuM1E7QIiKSuSyGYWu3FdcWGxuLj48PMTExFClSxNnh5B7nz8OLL97cpbBVKzP58fMDzOLOnVPv75M0rKWeHRERuRuOfH9rCEwyx+bNULu2meV4eMBHH5kHmv5/8qPNDUVEJCdRAiR3JyEB3n8fmjc3x7UqV4bt22HQIHC7+Z+XNjcUEZGcRHOAJOOOHoVu3WDLFvO6Tx/45BMoVChVVW1uKCIiOYl6gCRjvvrKHPLasgWKFDGXdM2dazP5AW1uKCIiOYsSIHHMlSvwwgvmTs4xMfDQQ7B7Nzz7bLq3aXNDERHJSZQAif1+/RWCgmDOHDNjGToUfvgBAgPveKs2NxQRkZxECZDcmWGY2clDD8H+/ebuhN9/b57i7uFhdzPa3FBERHIKTYKW9J0+Db17w7ffmtft25s9QMWLZ6g5bW4oIiI5gRIgSduGDdCzJ/z7L3h7w3/+A337pnuOlz3c3aFp08wJUUREJCM0BCapxcXBW2+ZOzn/+y9Urw47dsArr9x18iMiIpITqAdIUjp4EEJCYNcu87pfP5g0CfLnd25cIiIimUgJkJgMAxYsgP79zaXu99xjzvXp0MHZkYmIiGQ6JUBi7ufzyivmZoZgTtD58ktzeZaIiEgepDlArm77dqhb10x+3N3Npe3ffafkR0RE8jT1ALkqqxXGjzcPMrVaoUIFWLwYGjZ0dmQiIiJZTgmQKzp5Enr0gE2bzOtnn4WZM8HHx7lxiYiIZBMNgbma1avNQ0w3bYKCBWHePLPnR8mPiIi4EPUAuYpr18y9faZNM6/r1TPn/VSu7Ny4REREnEA9QK7gzz/hwQdvJj9vvAFbtyr5ERERl6UeoLzMMGDWLBg4EK5fh5Ilzb1+WrVydmQiIiJOpQQorzp3Dl54AVatMq9bt4b588HPz5lRiYiI5AgaAsuLNm82JzqvWgUeHvDRR7B2rZIfERGR/6cEKC9JSIBhw6BZM3Ope+XK5kaHgwaBm/6qRUREkmgILK84cgS6doVt28zrPn3gk0+gUCGnhiUiIpITKQHKRlYrREZCVBSULg2NG5unT9y1Zcvg5ZfNM72KFIHPPoMuXbI8hix7PyIiIlnM6eMi06dPJzAwEG9vb4KCgoiMjEy3/ubNmwkKCsLb25t7772XmTNnpqqzYsUKqlWrhpeXF9WqVWPlypVZFb7dwsLM0yaaNTM7apo1M6/Dwu6i0cuX4bnnzJ2cY2LMYyx2704z+cnMGLLk/YiIiGQXw4mWLl1qeHh4GLNnzzb27t1rDBgwwChYsKBx9OhRm/UPHTpkFChQwBgwYICxd+9eY/bs2YaHh4exfPny5Dpbt2413N3djQ8//NDYt2+f8eGHHxr58uUztm/fbndcMTExBmDExMTc9Xs0DMNYscIwLBbDMNel33xYLOZjxYoMNLprl2FUrnyzoffeM4z4+GyJIUvej4iIyF1y5PvbYhiG4azkq0GDBtSrV48ZM2Ykl1WtWpUOHTowduzYVPUHDx7M6tWr2bdvX3JZ37592bNnD9v+f+5Lly5diI2N5dtvv02u07p1a4oVK8aSJUvsiis2NhYfHx9iYmIoUqRIRt8ecPOc0RMnbD9vsZgHrx8+bOfwUWIiTJkCQ4ZAfDyULQsLF0LTptkSQ6a/HxERkUziyPe304bA4uLi2LVrF8HBwSnKg4OD2bp1q817tm3blqp+q1at2LlzJ/Hx8enWSatNgBs3bhAbG5vikVkiI9NOFsDsOzl+3Kx3R//+C48/bu7kHB8PHTrAnj3pJj+ZHUOmvh8REREncVoCdPbsWaxWK3637U3j5+dHdHS0zXuio6Nt1k9ISODs2bPp1kmrTYCxY8fi4+OT/AgICMjIW7IpKiqT6v3vf1CrFqxfD97eMGOGOeGmePHsiyGT2xIREXEWp0+CtlgsKa4Nw0hVdqf6t5c72uY777xDTExM8uP48eN2x38npUvfZb0bN8wen9at4fRpqFEDduyAvn3N8absiCGL2hIREXEWpy2DL1GiBO7u7ql6Zk6fPp2qBydJqVKlbNbPly8fxf+/JyStOmm1CeDl5YWXl1dG3sYdNW5szok5edIcHrpd0pyZxo1t3HzgAISEwC+/mNf9+8PEiZA/f/bFkIVtiYiIOIvTeoA8PT0JCgoiPDw8RXl4eDiNGjWyeU/Dhg1T1d+wYQP169fHw8Mj3TpptZnV3N3h44/Nn2/vsEm6njLltgnDhmGe21Wvnpn83HOPeazF1KkOJz8ZjiEb2hIREXGarF2Qlr6kZfBz5swx9u7da4SGhhoFCxY0jhw5YhiGYQwZMsTo0aNHcv2kZfADBw409u7da8yZMyfVMvgtW7YY7u7uxrhx44x9+/YZ48aNc/oyeMMwl4b7+6dcNh4QYGPJ+MWLhvHsszcrNWtmGCdOZG8M2dyWiIhIZnDk+9upCZBhGMa0adOM8uXLG56enka9evWMzZs3Jz/Xq1cvo0mTJinqR0REGHXr1jU8PT2NChUqGDNmzEjV5tdff23cf//9hoeHh1GlShVjhYPfylmRABmGYSQkGMamTYaxeLH5Z0LCbRW2bjWMChXMbMLd3TA+/NBGpSyOwUltiYiI3K1csw9QTpWZ+wDZxWqFceNg+HDz58BAWLwYHnoo619bREQkj3Dk+1tngTnbiRPQowdERJjXISHmEncfH6eGJSIikpc5fRm8S1u1CmrXNpOfggXNic+LFin5ERERyWLqAXKGa9fMvX2SjgAJCjKHvCpXdm5cIiIiLkI9QNntjz/ggQduJj9vvglbtyr5ERERyUbqAcpOq1aZc3yuXwc/P1iwAG47t0xERESynhKg7FSvnnmOV7Nm5nyfkiWdHZGIiIhLUgKUncqVg59/hooVwU2jjyIiIs6iBCi73XefsyMQERFxeeqGEBEREZejBEhERERcjhIgERERcTlKgERERMTlKAESERERl6MESERERFyOEiARERFxOUqARERExOUoARIRERGXowRIREREXI4SIBEREXE5SoBERETE5SgBEhEREZej0+BtMAwDgNjYWCdHIiIiIvZK+t5O+h5PjxIgGy5dugRAQECAkyMRERERR126dAkfH59061gMe9IkF5OYmMipU6coXLgwFovF2eFkqdjYWAICAjh+/DhFihRxdjguRZ+9c+hzdx599s7jKp+9YRhcunSJMmXK4OaW/iwf9QDZ4Obmhr+/v7PDyFZFihTJ0/8ocjJ99s6hz9159Nk7jyt89nfq+UmiSdAiIiLicpQAiYiIiMtRAuTivLy8GD58OF5eXs4OxeXos3cOfe7Oo8/eefTZp6ZJ0CIiIuJy1AMkIiIiLkcJkIiIiLgcJUAiIiLicpQAiYiIiMtRAiQAHDlyhOeff57AwEDy589PxYoVGT58OHFxcc4OzSWMGTOGRo0aUaBAAYoWLerscPK06dOnExgYiLe3N0FBQURGRjo7pDzvhx9+4Mknn6RMmTJYLBZWrVrl7JBcwtixY3nggQcoXLgwJUuWpEOHDuzfv9/ZYeUYSoAEgL/++ovExERmzZrFn3/+yeTJk5k5cybvvvuus0NzCXFxcTz99NO88sorzg4lT1u2bBmhoaEMHTqUX3/9lcaNG9OmTRuOHTvm7NDytCtXrlC7dm2mTp3q7FBcyubNm+nfvz/bt28nPDychIQEgoODuXLlirNDyxG0DF7SNHHiRGbMmMGhQ4ecHYrLmD9/PqGhoVy8eNHZoeRJDRo0oF69esyYMSO5rGrVqnTo0IGxY8c6MTLXYbFYWLlyJR06dHB2KC7nzJkzlCxZks2bN/Poo486OxynUw+QpCkmJoZ77rnH2WGIZIq4uDh27dpFcHBwivLg4GC2bt3qpKhEsk9MTAyAfq//PyVAYtM///zDp59+St++fZ0dikimOHv2LFarFT8/vxTlfn5+REdHOykqkexhGAaDBg3ikUceoUaNGs4OJ0dQApTHjRgxAovFku5j586dKe45deoUrVu35umnn+aFF15wUuS5X0Y+e8l6FoslxbVhGKnKRPKaV199ld9++40lS5Y4O5QcI5+zA5Cs9eqrr/Lss8+mW6dChQrJP586dYpmzZrRsGFDPvvssyyOLm9z9LOXrFWiRAnc3d1T9facPn06Va+QSF7y2muvsXr1an744Qf8/f2dHU6OoQQojytRogQlSpSwq+7Jkydp1qwZQUFBzJs3Dzc3dRDeDUc+e8l6np6eBAUFER4ezlNPPZVcHh4eTvv27Z0YmUjWMAyD1157jZUrVxIREUFgYKCzQ8pRlAAJYPb8NG3alHLlyjFp0iTOnDmT/FypUqWcGJlrOHbsGOfPn+fYsWNYrVZ2794NQKVKlShUqJBzg8tDBg0aRI8ePahfv35yL+exY8c01y2LXb58mb///jv5+vDhw+zevZt77rmHcuXKOTGyvK1///4sXryY//73vxQuXDi599PHx4f8+fM7OTrn0zJ4Aczl13369LH5nP4TyXq9e/fmiy++SFW+adMmmjZtmv0B5WHTp09nwoQJREVFUaNGDSZPnqwlwVksIiKCZs2apSrv1asX8+fPz/6AXERac9vmzZtH7969szeYHEgJkIiIiLgcTfIQERERl6MESERERFyOEiARERFxOUqARERExOUoARIRERGXowRIREREXI4SIBEREXE5SoBEXNCRI0ewWCzJO07nFhUqVGDKlCmZ1l7Tpk0JDQ3NtPacwWKxsGrVKiD3/r2KOIMSIJE85k4n0OeGHWDnz59P0aJFU5Xv2LGDl156KfsDygFGjBhBnTp1UpVHRUXRpk2b7A9IJJfTWWAieUxUVFTyz8uWLeP9999n//79yWX58+fnwoULzggNq9WKxWLJ8EG7vr6+mRxR7qez+kQyRj1AInlMqVKlkh8+Pj5YLJZUZUkOHTpEs2bNKFCgALVr12bbtm0p2tq6dSuPPvoo+fPnJyAggNdff50rV64kP3/hwgV69uxJsWLFKFCgAG3atOHgwYPJzyf15KxZs4Zq1arh5eXF0aNHiYuL4+2336Zs2bIULFiQBg0aEBERAZjnRvXp04eYmJjkXqsRI0YAqYfALl68yEsvvYSfnx/e3t7UqFGDNWvWAHDu3DlCQkLw9/enQIEC1KxZkyVLljj8eY4bNw4/Pz8KFy7M888/z5AhQ1L0xNgaRuvQoUOKnraFCxdSv359ChcuTKlSpejatSunT59Ofj4iIgKLxcLGjRupX78+BQoUoFGjRsmJ6/z58xk5ciR79uxJ/kySztC6dQjMlr1799K2bVsKFSqEn58fPXr04OzZs8nPL1++nJo1a5I/f36KFy/OY489luLvWCSvUgIk4sKGDh3Km2++ye7du6lcuTIhISEkJCQA8Pvvv9OqVSs6duzIb7/9xrJly/jxxx959dVXk+/v3bs3O3fuZPXq1Wzbtg3DMGjbti3x8fHJda5evcrYsWP5/PPP+fPPPylZsiR9+vRhy5YtLF26lN9++42nn36a1q1bc/DgQRo1asSUKVMoUqQIUVFRREVF8eabb6aKPTExkTZt2rB161YWLlzI3r17GTduHO7u7gBcv36doKAg1qxZwx9//MFLL71Ejx49+Omnn+z+fL766iuGDx/OmDFj2LlzJ6VLl2b69OkOf85xcXGMHj2aPXv2sGrVKg4fPmxzKHLo0KF89NFH7Ny5k3z58vHcc88B0KVLF9544w2qV6+e/Jl06dLljq8bFRVFkyZNqFOnDjt37mT9+vX8+++/PPPMM8nPh4SE8Nxzz7Fv3z4iIiLo2LGjDkAW12CISJ41b948w8fHJ1X54cOHDcD4/PPPk8v+/PNPAzD27dtnGIZh9OjRw3jppZdS3BcZGWm4ubkZ165dMw4cOGAAxpYtW5KfP3v2rJE/f37jq6++Sn59wNi9e3dynb///tuwWCzGyZMnU7TdokUL45133kk37vLlyxuTJ082DMMw/ve//xlubm7G/v377f482rZta7zxxhvJ102aNDEGDBiQZv2GDRsaffv2TVHWoEEDo3bt2um20b59e6NXr15ptvvzzz8bgHHp0iXDMAxj06ZNBmB89913yXXWrl1rAMa1a9cMwzCM4cOHp3jdJICxcuVKwzBu/r3++uuvhmEYxrBhw4zg4OAU9Y8fP24Axv79+41du3YZgHHkyJE0YxXJq9QDJOLCatWqlfxz6dKlAZKHZnbt2sX8+fMpVKhQ8qNVq1YkJiZy+PBh9u3bR758+WjQoEFyG8WLF+f+++9n3759yWWenp4pXueXX37BMAwqV66cou3Nmzfzzz//2B377t278ff3p3Llyjaft1qtjBkzhlq1alG8eHEKFSrEhg0bOHbsmN2vsW/fPho2bJii7PZre/z666+0b9+e8uXLU7hwYZo2bQqQKpb0/j4yYteuXWzatCnF51ylShUA/vnnH2rXrk2LFi2oWbMmTz/9NLNnz3ba/DCR7KZJ0CIuzMPDI/lni8UCmENLSX++/PLLvP7666nuK1euHAcOHLDZpmEYyW2BOen61uvExETc3d3ZtWtX8nBVkkKFCtkde/78+dN9/qOPPmLy5MlMmTKFmjVrUrBgQUJDQ4mLi7P7Nezh5uaWasjo1iHAK1euEBwcTHBwMAsXLsTX15djx47RqlWrVLGk9/eREYmJiTz55JOMHz8+1XOlS5fG3d2d8PBwtm7dyoYNG/j0008ZOnQoP/30E4GBgRl+XZHcQAmQiNhUr149/vzzTypVqmTz+WrVqpGQkMBPP/1Eo0aNAHPi8YEDB6hatWqa7datWxer1crp06dp3LixzTqenp5YrdZ046tVqxYnTpzgwIEDNnuBIiMjad++Pd27dwfMZODgwYPpxna7qlWrsn37dnr27Jlctn379hR1fH19U6y8s1qt/PHHHzRr1gyAv/76i7NnzzJu3DgCAgIA2Llzp90xJLHnM7ldvXr1WLFiBRUqVCBfPtu/7i0WCw8//DAPP/ww77//PuXLl2flypUMGjTI4RhFchMNgYmITYMHD2bbtm3079+f3bt3c/DgQVavXs1rr70GwH333Uf79u158cUX+fHHH9mzZw/du3enbNmytG/fPs12K1euTLdu3ejZsydhYWEcPnyYHTt2MH78eNatWweYq70uX77Mxo0bOXv2LFevXk3VTpMmTXj00Ufp1KkT4eHhHD58mG+//Zb169cDUKlSpeTejX379vHyyy8THR3t0GcwYMAA5s6dy9y5czlw4ADDhw/nzz//TFGnefPmrF27lrVr1/LXX3/Rr18/Ll68mPx8uXLl8PT05NNPP+XQoUOsXr2a0aNHOxRH0mdy+PBhdu/ezdmzZ7lx48Yd7+nfvz/nz58nJCSEn3/+mUOHDrFhwwaee+45rFYrP/30Ex9++CE7d+7k2LFjhIWFcebMGYeSRJHcSgmQiNhUq1YtNm/ezMGDB2ncuDF169Zl2LBhyXNTAObNm0dQUBBPPPEEDRs2xDAM1q1bl2Iox5Z58+bRs2dP3njjDe6//37atWvHTz/9lNxD0qhRI/r27UuXLl3w9fVlwoQJNttZsWIFDzzwACEhIVSrVo233347uZdk2LBh1KtXj1atWtG0aVNKlSpFhw4dHPoMunTpwvvvv8/gwYMJCgri6NGjvPLKKynqPPfcc/Tq1YuePXvSpEkTAgMDk3t/wOwhmj9/Pl9//TXVqlVj3LhxTJo0yaE4ADp16kTr1q1p1qwZvr6+di3pL1OmDFu2bMFqtdKqVStq1KjBgAED8PHxwc3NjSJFivDDDz/Qtm1bKleuzHvvvcdHH32kjRXFJViM2wevRUQkTSNGjGDVqlU6bkIkl1MPkIiIiLgcJUAiIiLicjQEJiIiIi5HPUAiIiLicpQAiYiIiMtRAiQiIiIuRwmQiIiIuBwlQCIiIuJylACJiIiIy1ECJCIiIi5HCZCIiIi4HCVAIiIi4nL+D6omtd4RVjJBAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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wi4qCRx+1T34Ajh4126OinLiYYcC0adCggZn8BATA4sXw6aeFJvkBFy+EOHDgQCIiImjcuDFNmzblgw8+4NChQ/Tu3RswH00dPXqURYsW2c7Zvn07AOfOnePEiRNs374db29v6tSpA0D//v1p3rw5b731Fu3bt+ezzz7jm2++4fvvv8/3+xMREXE1q9Ws/Dia820Y5kStyEho3z4bM9SPHDGnt2cUGlq1gvnzoTCOnTVcbNq0aUbVqlUNb29vo1GjRsbGjRtt73Xv3t2499577foDmV5Vq1a16/Ppp58at956q+Hl5WXcdtttxooVK5yKKSUlxQCMlJSUnN6WiIhIgbBhg2GYqc61Xxs2XOMi6emG8dFHhlG6tNnZ19cw3nvPMKzWfLqL7HHm99ul6wAVVFoHSEREioolS6Br1+v3+/hj6NLFwRunTkHfvvDJJ+bxnXeaW1ncdluuxpkbCsU6QCIiIpL3goJuoN+XX5qrOH/yifl8bNQoiIsrkMmPs5QAiYiIFGFhYeZsr6xWg7FYzCE8dkv2nDsHvXtDu3aQnGwmPJs2weuvQ7GisY+6EiAREZEizNPTnOoOmZOgjOPJk68YAB0XZ87wmjXLPI6MNBc6bNw474PNR0qAREREiriOHWH5cqhc2b49ONhs79gRuHgRhgwxS0F//GGWhb79FiZNguLFXRJ3XioadSwRERG5po4dzanusbGQlGSO+QkL+1/l59df4amn4JdfzM7du5tlo4AAl8acl5QAiYiIuAlPT2jR4ooGqxUmvAPDh0NamrmQ4QcfwCOPuCrEfKMESERExB3t329WejIWCn7oIZg929zPyw1oDJCIiIg7MQwz0alf30x+/P1h3jz47DO3SX5AFSARERH3kZwMzz4LX3xhHjdvDgsXQrVqLg3LFVQBEhERcQfLl5uLGn7xBXh7w9tvw4YNbpn8gCpAIiIiRduZM/DSS/Dhh+Zxw4bmVhZ167o0LFdTBUhERKSo+uYbqFfPTH48PGDoUHNFZzdPfkAVIBERkaLn/HkYPBjef988vvlms+pz112ujasAUQIkIiJSlPz0E0REwJ495nHfvjBhApQo4dq4Chg9AhMRESkKLl2CESOgaVMz+alUCb76CqZNU/LjgCpAIiIihd2uXWbVZ+tW87hLF5g6FW66ybVxFWCqAImIiBRW6enmVu4NG5rJT5kysHQpfPyxkp/rUAVIRESkMDp0CHr0MNfyAWjTBubONR99yXWpAiQiIlKYGIa5enO9emby4+cHM2bA2rVKfpygCpCIiEhhceIEPP88rFxpHjdtak5vr1XLtXEVQqoAiYiIFAarV5sLGK5cCV5eMG4cfPedkp8cUgVIRESkIEtNhQEDzB3bwUyCFi+GBg1cGlZhpwqQiIhIQbVxI9xxh5n8WCzwyivmQodKfm6YKkAiIiIFzYULMGwYvPuuOei5WjVz4HPz5q6OrMhQAiQiIlKQbNtmLmr422/m8bPPmomQv79r4ypi9AhMRESkILh8GcaOhf/8x0x+KlQwBz7Pnq3kJw+oAiQiIuJqe/dCt26waZN53LEjzJwJ5cu7Nq4iTAmQiIiIqxiGuYjhq6/C+fNQqpS5h9dTT5mDngGrFWJjISkJgoIgLAw8PV0cdxGgBEhERMQVjh6Fnj1h3Trz+L77YP58qFLF1iUqCvr3hyNH/j0tOBimTDGLRJJzGgMkIiKS35YsMdfzWbcOfH3NjCY6OlPy8+ij9skPmHnTo4+a70vOKQESERHJL6dOwRNPQNeucOYMNG5szvrq1w88/v1JtlrNyo9hZL5ERltkpNlPckYJkIiISH748ktzA9Nly8xBPCNHQlwc3HZbpq6xsZkrP1cyDDh82OwnOaMESEREJC+dOwd9+kC7dpCURGrQrWydGo912AhzTy8HkpKyd+ns9pPMlACJiIjklbg4c9uKmTMBmEx/ApO20bjPnVSrlvU4nqCg7F0+u/0kMyVAIiIiuS0tDV57zZyz/scfHCKE+1jPACZzgeLAtQczh4WZs73+NxM+E4sFQkLMfpIzSoBERERy06+/mqs5jx8P6el86teN+vzCBu6z63atwcyenubEMMicBGUcT56s9YBuhBIgERGR3GC1wsSJ5syuHTugXDl2jlrB4+cXkkJph6dcazBzx46wfDlUrmzfHhxstmsdoBujhRBFRERu1P790L07fP+9efzggzB7Nr9uqJit07MazNyxI7Rvr5Wg84ISIBERkZwyDJg7FwYMMGd7lSxpPpvq2RMsllwZzOzpCS1a5EawciUlQCIiIjmRnAy9esGaNeZxWBgsXAjVq9u6ZAxmPnrU8aKGFov5vgYz5z+NARIREXHWihXmVhZr1oC3N0yYABs22CU/oMHMBZkSIBERkew6cwa6dTPnr586Za7xs3WruZt7FlmMBjMXTHoEJiIikh3r10OPHuYeFR4eMHgwjBhhVoCuQ4OZCx4lQCIiItdy/jwMGQLvvWce16oFixZB06ZOXUaDmQsWJUAiIiJZ+ekniIiAPXvM4z59zLV+SpRwbVxywzQGSERE5GqXLpm7tTdtaiY/QUHmbu7Tpyv5KSJUARIREbnS7t1m1WfLFvO4c2cz8bnpJtfGJblKFSARERGA9HRzznrDhmbyU6YMLFkCS5cq+SmCVAESERE5dAiefhq+/dY8bt3aXOH56rnrUmSoAiQiIu7LMMwZXfXqmcmPn5/5uOvLL5X8FHGqAImIiHs6cQJ694aoKPP4rrvMZOjmm10bl+QLVYBERMT9fP65uZVFVBQUKwZjx5qrFCr5cRsuT4CmT59O9erV8fX1JTQ0lNjY2Gv237hxI6Ghofj6+lKjRg1mzpyZqc/kyZO59dZbKV68OCEhIQwYMIALFy7k1S2IiEhhkZoKzz4LDz8Mx4/D7bfD5s3w2mtmInQFqxViYsxx0DEx5vHVstNHCijDhZYuXWp4eXkZs2fPNhISEoz+/fsbJUqUMA4ePOiw//79+w0/Pz+jf//+RkJCgjF79mzDy8vLWL58ua3Phx9+aPj4+BgfffSRkZiYaHz99ddGUFCQERkZme24UlJSDMBISUm54XsUEZECYuNGw6hWzTDAMCwWw3jlFcP45x+HXVesMIzgYLNrxis42Gx3po/kL2d+vy2GYRiuSr6aNGlCo0aNmDFjhq2tdu3adOjQgfHjx2fqP2jQIFavXs2uXbtsbb1792bHjh3Ex8cD8OKLL7Jr1y7Wr19v6/Pyyy+zefPm61aXMqSmphIQEEBKSgqlSpXK6e2JiEhBcOECDBsG775r5inVqsHChdC8ucPuUVHmXqdX/zpm7N6+fLn5z+v10San+c+Z32+XPQJLS0tj69athIeH27WHh4cTFxfn8Jz4+PhM/Vu3bs2WLVu4dOkSAPfccw9bt25l8+bNAOzfv5+1a9fyf//3f3lwFyIiUqBt2waNG8M775jZyjPPwI4dWSY/Viv07585sYF/2/r3v36fyEg9DivoXDYL7OTJk1itVgIDA+3aAwMDSU5OdnhOcnKyw/6XL1/m5MmTBAUF8cQTT3DixAnuueceDMPg8uXL9OnTh8GDB2cZy8WLF7l48aLtODU19QbuTEREXO7yZZgwwdzO4tIlqFABZs82x/5cQ2ysudl7Vgzj2u9n9Dl82LyWNj8tuFw+CNqSUS/8H8MwMrVdr/+V7TExMYwdO5bp06fz888/ExUVxZo1axgzZkyW1xw/fjwBAQG2V0hISE5vR0REXG3vXggLg6FDzeSnQwfYufO6yQ9AUlLuhZGb15Lc57IEqFy5cnh6emaq9hw/fjxTlSdDxYoVHfYvVqwYZcuWBWD48OFERETw7LPPUq9ePR555BHGjRvH+PHjSU9Pd3jdIUOGkJKSYnsdPnw4F+5QRETylWHAjBnQoAFs2gSlSpljfaKioHz5bF0iKCj3wsnNa0nuc1kC5O3tTWhoKNHR0Xbt0dHRNGvWzOE5TZs2zdR/3bp1NG7cGC8vLwDOnz+Ph4f9bXl6emIYBlmN9/bx8aFUqVJ2LxERKUSOHoW2baFvXzh/Hu67D+v2X4mp0o0lSy2ZpqhnNX09LAyCg/8dzHw1i8V8/3p9QkLMa0kBlpfT0a4nYxr83LlzjYSEBCMyMtIoUaKEceDAAcMwDGPw4MFGRESErX/GNPgBAwYYCQkJxty5czNNgx8xYoTh7+9vLFmyxNi/f7+xbt06o2bNmsbjjz+e7bg0DV5EpBBZutQwypQx56H7+hrGlCnGik+tWU5Rv9709RUrzFnyFot9n4y2jGtcr4/kP2d+v12aABmGYUybNs2oWrWq4e3tbTRq1MjYuHGj7b3u3bsb9957r13/mJgYo2HDhoa3t7dRrVo1Y8aMGXbvX7p0yRg5cqRRs2ZNw9fX1wgJCTH69u1rnD59OtsxKQESESkETp0yjCee+Df7CA01jIQEW3JyZWKSkZxc3ZZV4uIoSQoJuf46QFf3kfxVaNYBKqi0DpCISAH31VfQsyckJWF4eLKzwzD+6jOUps29qFnz+jO1HMl4vJWYCJ6e5mOx2FhzMHNQkPlIy9PT/pzs9JH848zvtxIgB5QAiYgULBmJxvHEv7l71atUXm0uoLuv2K10ubyYLdwJQLlycPLkjX3Whg2avl5YOfP7rd3gRUSkQIuKMhceDD4SzyK6UZl9AEyhH4Mvv8kFitv63mjyA5q+7i5cvg6QiIhIVqKioEunNHofGcr33MPN7OMwwbTiGyKZYpf85BZNX3cPqgCJiEiBZLXC9L472UQEDdkOwCIi6Md7pFA61z8vYwyQpq+7ByVAIiJSoFitEBtj5cL4SXzx51B8SOMkZXmeWUTRKcfXtVj+3avryj9nHANMnqxBzO5Cj8BERKTAiIqCsOBEPO5vSZv1r+JDGp/zIHXZ6XTyc/Xiz8HBsGKF+apcOfN72sHdvagCJCIiBULUCoO1j87jayLx5xxnKUkkk5lHTyDrPSKvlvEoa98+iItzPEW9fXtNX3d3SoBERCTPOVovB/5tCy6WjH+3XsxhjdnOPXRnIYnUcOpzrnyU5e2d9XR2T09NdXd3SoBERMQpVyczzZplrrTAv3327oXZs+0XJ/zf/tWcOgUdWcEsnqccp7iIN8N4g3cZSDpZl2QyxvCULWteI0NwsJn86FGWXI8SIBERybaMNXmuTGYyVk3OcGVyk5VTpyCAMyykH91YDMB27iCCxeyk3nXjyEh09ChLckoJkIiIZEtUFDz6qP3sKbBPfuDaiU+G+1jPfJ6mCoex4sEE/stIRpKGzzXPGzYMWrWyT3T0KEtyQgmQiIhcl9VqVn5udPMkX/5hPEOIZAoA+6hJdxYSx93XPC9jYPPIkarwSO5QAiQiItcVG5uzDUavFMoWFhNBbXYDMIPevMpE/qbkNc/TGj2SF7QOkIiIXNeN7I9VjEu8zig2cRe12c0xgmjLWvoy47rJD2iNHskbqgCJiMh15XR/rFvZzWIiuJMtACzjcfoynb8o67C/xWIuUrhgARw/roHNkneUAImIyHWFhZmVmKNHszcOyEI6L/E+bzKY4lzgNKXpwwyW8UTW5/zvUdeUKeZAZ5G8pEdgIiJyXZ6eZmIC/yYqWQnhENE8wBQiKc4Fviacuuy0S37Klv13unwGPeqS/KQKkIiIZEvHjmaCkvU6QAZP8SHTLC9Sykjlb/x4lYnMoA/BwRZG9YKbb3a8WKIedUl+sxjGjU5qLHpSU1MJCAggJSWFUqVKuTocEZECxdFK0D+tPUGVcb0J+SkKAKPJXWx+cRH7PW9WciP5xpnfb1WARETEKZn20Vqzhrt7Pwt//gnFisGoUVj++1+aFCtGE1cFKXIdSoBERCRnzp6FgQNhzhzz+PbbYfFiaNjQtXGJZIMGQYuIiPNiY6F+fTP5sVjglVdgyxYlP1JoqAIkIiLZd/EiDB8Ob79tzoevWhUWLoR773V1ZCJOUQIkIiLZs307RETAzp3mcc+eMGkSaLKIFEJ6BCYiItdmtcL48fCf/5jJT4UK8NlnMHeukh8ptFQBEhGRrO3bB926QXy8efzIIzBrFpQv79q4RG6QKkAiIpKZYcDMmXDHHWbyU6qUuUHXihVKfqRIUAVIRETsHTsGzzwDX31lHrdsaSY/Vaq4NCyR3KQKkIiI/GvZMqhb10x+fH1h8mT45hslP1LkOJ0AHT58mCNXbAKzefNmIiMj+eCDD3I1MBERyUd//QVdusATT8Dp0xAaCj//bG785aH/Vpaix+n/VXft2pUNGzYAkJyczAMPPMDmzZt57bXXGD16dK4HKCIieezrr6FePVi61Nzn4vXXzXE/tWu7OjKRPON0ArRz507+85//APDJJ59Qt25d4uLi+Pjjj1mwYEFuxyciInnl77+hb19o08Yc93PLLRAXB6NGgZeXq6MTyVNOD4K+dOkSPj4+AHzzzTc8/PDDANx2220kJSXlbnQiIpI34uPN6e379pnHL70Eb74Jfn523a7e+V27uktR4XQF6Pbbb2fmzJnExsYSHR1NmzZtADh27Bhly5bN9QBFRCQXpaXBsGFwzz1m8hMcDNHR8N57mZKfqCioVs2cBNa1q/nPatXMdpHCzukE6K233mLWrFm0aNGCLl26cMcddwCwevVq26MxEREpgHbuhCZNYOxYSE+HJ5+EX3+F++/P1DUqCh59FK6Y8wLA0aNmu5IgKewshmEYzp5ktVpJTU2lTJkytrYDBw7g5+dHhQoVcjVAV0hNTSUgIICUlBRKaZl3ESnsrFZzOvtrr5kVoLJlzUUOH300y+7VqmVOfjJYLGbhKDFRj8OkYHHm9ztHcxsNw2Dr1q3MmjWLs2fPAuDt7Y3fVeVTERFxscREuO8+eOUVM/n5v/8zqz5ZJD9gjvnJKvkBc5How4fNfiKFldODoA8ePEibNm04dOgQFy9e5IEHHsDf358JEyZw4cIFZs6cmRdxioiIMwwD5s2DyEg4dw5KloR334VnnzVLONeQ3fksmvcihZnTFaD+/fvTuHFjTp8+TfHixW3tjzzyCOvXr8/V4EREJAf+/BPatzeTnXPnzAHPO3ZAr17XTX6sVvP07AgKyoVYRVzE6QrQ999/zw8//IC3t7dde9WqVTl69GiuBSYiIjkQFQXPPw8nT4K3N4wZAy+/bDdY58qp7RnDNo8fh717Yfbsaz/+gn/HAIWF5eF9iOQxpxOg9PR0rFZrpvYjR47g7++fK0GJiIiTUlKgXz9YtMg8rl8fFi+G+vXNhCfGTHiym+RkJaOANHmyBkBL4eZ0AvTAAw8wefJk295fFouFc+fOMWLECNq1a5frAYqIyHV8+y306GGOTPbwgEGDYMQI8PEhKsrcziunCc/VgoPN5Kdjx9y5noirOD0N/tixY7Rs2RJPT0/27t1L48aN2bt3L+XKleO7777TNHgRkfzyzz8wZAhMmWIeVqrJ970W4hF2NwBr1pjJSm6ZNMlcMFqVHymonPn9droCVKlSJbZv386SJUv4+eefSU9P55lnnuHJJ5+0GxQtIiJ5aMsWiIiA3bsBWFziefoce5u/R5XMs48MDFTyI0VHjhZCLOpUARKRAuvSJRg/3hzcfPkyF0pXpNOZuawl74cgbNgALVrk+ceI5FieVoAWZQywy0K3bt2cvaSIiGTHnj3mBqabNwPwZ/PHuPuXGfxB3u7DqFlfUhQ5XQG6cvsLMHeHP3/+vG0l6L/++itXA3QFVYBExFWu3n29WTOI+z6dkoum0XDJf/FMu8B5n9IM8J7OB2efAK69rs+Nypj1tXy5Bj5LwZenFaDTp09natu7dy99+vTh1VdfdfZyIiLyP45mbFX1OMzs9J405hsAviacnhfncexi5XyJSbO+pKhyOgFy5Oabb+bNN9/kqaeeYvf/BuSJiEjWrl6MMDYWRo26sofBk3zE1PQXKU0K5ynOK7zNDPqQl1Wf4GBzweibbzYrUGFhGvgsRVOuJEAAnp6eHDt2LLcuJyJSZF1vbZ6ynGQGfXiM5QBsogndWMRebsmVz78yyblyJWglPOJOnE6AVq9ebXdsGAZJSUlMnTqVu+++O9cCExEpiqKizI3Ysxp9+X+sYQ7PUpE/uUQxRjKStxiENRf+ezUy0twiTEmOSA4SoA4dOtgdWywWypcvz3333cc777yTW3GJiBQ5VqtZ+XGU/JTkLO8ykF7MAeA36hDBYrbR6IY/NyRE43hErpajvcBERCR7rhzrc+yY48de9xDLQrpTg0TSsfAuAxnGG1zE1+nPu+kmWLLErPDosZZI1jxcHcD06dOpXr06vr6+hIaGEhsbe83+GzduJDQ0FF9fX2rUqMHMmTMz9Tlz5gwvvPACQUFB+Pr6Urt2bdauXZtXtyAibspqhZgYM+FYv958XfnnAQPMBKRlS+jaFV55xf58by7yJoPYyL3UIJEDVKUlG3iVt51OfiwW8zV7NoSHQ6tW0KWLuXChkh+RzLJVARo4cGC2L/juu+9mu++yZcuIjIxk+vTp3H333cyaNYu2bduSkJBAlSpVMvVPTEykXbt29OrViw8//JAffviBvn37Ur58eTp16gRAWloaDzzwABUqVGD58uUEBwdz+PBh7VQvIrnqRjcZrc8OFhNBfX4FYB5PE8lkzpKztcc0XV3EOdlaCLFly5bZu5jFwrfffpvtD2/SpAmNGjVixowZtrbatWvToUMHxo8fn6n/oEGDWL16Nbt27bK19e7dmx07dhAfHw/AzJkzmThxIrt378bLyyvbsVxJCyGKyLVcbyDztXhg5VUmMprX8eYSxylPL2azmvYO+3t6mpUmR8qXhyef1MBmkQy5vhDihg0bciWwK6WlpbF161YGDx5s1x4eHk5cXJzDc+Lj4wkPD7dra926NXPnzuXSpUt4eXmxevVqmjZtygsvvMBnn31G+fLl6dq1K4MGDcIzi78dLl68yMWLF23HqampN3h3IlJUpaVB7945S35qso+FdOduzL/jVtGe5/iAE1Rw2H/UKBg8GOLi/l0vCDS2RyQ35No6QM46efIkVquVwMBAu/bAwECSk5MdnpOcnOyw/+XLlzl58iRBQUHs37+fb7/9lieffJK1a9eyd+9eXnjhBS5fvszrr7/u8Lrjx49nlP0KZCLihq5enBDMZCPjz2vWwPz5kJLi7JUNnmcW7/AyJThPKv704z0W0h1HixpePWtLG5CK5L4cJUA//fQTn376KYcOHSItLc3uvaioKKeuZbHY/5/fMIxMbdfrf2V7eno6FSpU4IMPPsDT05PQ0FCOHTvGxIkTs0yAhgwZYjfOKTU1lZCQEKfuQ0QKtxsd05OVII4xl2doy1cAbKAFPVjAIara9Xv7bahUSZUdkfzidAK0dOlSunXrRnh4ONHR0YSHh7N3716Sk5N55JFHsn2dcuXK4enpmanac/z48UxVngwVK1Z02L9YsWKULWvuhhwUFISXl5fd467atWuTnJxMWloa3t7ema7r4+ODj49PtmMXkaLlRsb0XMvjLGMGfbiJ01zAh8G8yXv0w7hiAm7GTuuRkUp6RPKT09Pgx40bx6RJk1izZg3e3t5MmTKFXbt28fjjjzucuZUVb29vQkNDiY6OtmuPjo6mWbNmDs9p2rRppv7r1q2jcePGtgHPd999N/v27bNbr+j3338nKCjIYfIjIu7tWosT5lQZ/uIjurKMJ7iJ02ylEY34mSlEZkp+wHzcpeRHJJ8ZTvLz8zMSExMNwzCMsmXLGr/88othGIaRkJBgVKxY0alrLV261PDy8jLmzp1rJCQkGJGRkUaJEiWMAwcOGIZhGIMHDzYiIiJs/ffv32/4+fkZAwYMMBISEoy5c+caXl5exvLly219Dh06ZJQsWdJ48cUXjT179hhr1qwxKlSoYLzxxhvZjislJcUAjJSUFKfuR0QKnw0bDMNMf3LnFc5XxhEqGQYYl/A0RjHcKEaaw74hIYaxYoWrvwGRosOZ32+nH4HddNNNnD17FoDKlSuzc+dO6tWrx5kzZzh//rxT1+rcuTOnTp1i9OjRJCUlUbduXdauXUvVquaz8aSkJA4dOmTrX716ddauXcuAAQOYNm0alSpV4r333rOtAQQQEhLCunXrGDBgAPXr16dy5cr079+fQYMGOXurIuIGkpJy5zp+/M0E/ssLTAfgd24mgsVspoltuvqDD5p9NYtLxPWytQ7Qlbp27Urjxo0ZOHAgY8eOZcqUKbRv357o6GgaNWrk9CDogkjrAIm4j/Xr4f77b+waTdjExx4R1EjfB8Dh9i+yr9dbJKf6KdERyUe5vg4QwPbt22nQoAFTp07lwoULgDl7ysvLi++//56OHTsyfPjwG4tcRCQfRUVBv345P9+LNEYwmsGMxzM9HSpXhvnzCXngATSPVKRgy3YFyMPDg4YNG/Lss8/StWtXAgIC8jo2l1EFSKTou9GZX3X4jcVE0IhtZsNTT8H770Pp0rkWo4g4x5nf72zPAvvhhx9o1KgRgwcPJigoiKeeeipPVogWEclrNzLzy0I6r5d4h+2eoTRiG0bZsvDJJ7B4sZIfkULE6TFA//zzD5988gnz588nNjaWatWq0bNnT7p3705wcHBexZmvVAESKdpiYswd2q8nY3HCjJWg//7tAM3ndqf0L9+ZDe3awZw55ohmEXG5PKkAZShevDjdu3cnJiaG33//nS5dujBr1iyqV69Ou3btchy0iEh+OXo0e/0qVYIuXaDVfQatDs7j4WH1zeSnRAmYNcvcG0PJj0ihdEN7gdWsWZPBgwcTEhLCa6+9xtdff51bcYmI5ImoKHPV5ewICgL+/BOeew5WrzYb774bFi2CGjXyKkQRyQc5ToA2btzIvHnzWLFiBZ6enjz++OM888wzuRmbiEiuyu7A54ztKcJOrYR6z8OJE+DtDaNHwyuvaE67SBHgVAJ0+PBhFixYwIIFC0hMTKRZs2a8//77PP7445QoUSKvYhQRuWHZHfhssUApI4XYmv3xfHSh2Vi/vjnIuX79vA9URPJFthOgBx54gA0bNlC+fHm6detGz549ufXWW/MyNhGRXBMbm72d3juU+pYPvXrgF3MYPDzg1Vdh1CjQhskiRUq2E6DixYuzYsUKHnzwQbud1kVECoPrDXz25R/G8RoDUiabDTVqmGN97r47z2MTkfyX7QRodcYAQBGRQuZ6A59D2cJiIqjNbrPhuefgnXegZMl8iU9E8p/T0+BFRAoLq9Uct9ypE5w8mfn9YlxiOKOJpym12c1xj4pYV39hTnFX8iNSpN3QNHgRkYIqY5+vrB593cIeFhPBf/gJgE94DL95M3jwobL5GKWIuIoqQCJS5GRMd3eU/FhI50XeZxsN+Q8/cZrS9Pb/iGLLl/FgdyU/Iu5CCZCIFClpadC7t+Pp7sEc5mta8z798OMf1vEA9fiVsBld6djJkv/BiojLZOsRmDMDoB9++OEcByMiciOiouD55x2N9zHoysdM4wVKk8J5ivMqE5lBHww8qFzZFdGKiCtlKwHq0KGD3bHFYuHKPVQtln//y8lqteZOZCIiTshqleeynGQGfXiM5QBsogndWMRebsFigZBgCAtzQcAi4lLZegSWnp5ue61bt44GDRrw5ZdfcubMGVJSUli7di2NGjXiq6++yut4RUQyyWqV5/9jDTupy2Ms5xLFGMYY7uF79nKLrc/kydrZQsQdOT0LLDIykpkzZ3LPPffY2lq3bo2fnx/PPfccu3btytUARUSu5+pVnktylncZSC/mAJBAbSJYzM+E2voEB8OUKdCxY35HKyIFgdMJ0B9//EFAQECm9oCAAA4cOJAbMYmIOGS1mslOUhJUqGC2HT8OO3f+2+duvmch3anJftKxMIkBDOMNLlDc1mfUKBg6VJUfEXfmdAJ05513EhkZyYcffkhQUBAAycnJvPzyy/znP//J9QBFRMAc49O/f9b7eXlzkdG8zqtMxAODg1ShOwvZSAtbn/LlYeZMVX1EJAcJ0Lx583jkkUeoWrUqVapUAeDQoUPccsstrFq1KrfjExHJcoBzhvrsYDER1OdXAObTg/5M4SylbH3KlzeTJ2/v/IhYRAo6pxOgWrVq8csvvxAdHc3u3bsxDIM6depw//33280GExHJDVkNcAbwwMqrTGQ0r+PNJY5Tnuf4gM/oYOuT8dfSzJlKfkTkXznaCsNisRAeHk7z5s3x8fFR4iMieebqAc4ZavAHi+jG3cQBsIr2PMcHnKCCXb9y5fTYS0Qyc3ol6PT0dMaMGUPlypUpWbIkiYmJAAwfPpy5c+fmeoAi4t6Skq5uMejFB+zgDu4mjlT86cF8HmFlpuQHYNIkJT8ikpnTCdAbb7zBggULmDBhAt5X1JPr1avHnDlzcjU4EZEKV+Q0FUliDQ/yAc9Tkr+J4V7q8wsL6QE4rkRrlWcRccTpBGjRokV88MEHPPnkk3heMYe0fv367N69O1eDExH3ZLVCTAwMGABPPGG2Pcqn7KQu/8daLuDDAN7lPr7lINUcXsNigZAQrfIsIo45PQbo6NGj1KpVK1N7eno6ly5dypWgRMT9ZKzx89ln8NFHcOKE2V6a03zIizzJxwBspRHdWEQCt2d5rYxhiVrlWUSy4nQF6Pbbbyc2NjZT+6effkrDhg1zJSgRcS9RUVCtGrRsaSYtGcnPA6zjV+rxJB9zGU9GM5y72HTN5AfMVZ6XL9fYHxHJmtMVoBEjRhAREcHRo0dJT08nKiqKPXv2sGjRItasWZMXMYpIIXPlis1BQdCsGcTFZV7BuUIFs9+oUfbn+/E3bzGIF5kGwB5uoRuL2EwTu35vvw2VKtlfMyjIfOylyo+IXIvTCdBDDz3EsmXLGDduHBaLhddff51GjRrx+eef88ADD+RFjCJSiDhasdnT00yKsqMJm1hEN25hLwDv8yKDeIt/8MvUt1Il6NIlN6IWEXfjVAJ0+fJlxo4dS8+ePdm4cWNexSQihZDVCmPHwogRjt+7Hi/SGM4YXmMcnqRzhMr0ZB7RhGd5zv924xERcZpTY4CKFSvGxIkTsWb3P+VExC1ERUHVqo6Tn+yow2/E05ThvIEn6XzIk9Tj1yyTH83wEpEb5fQg6Pvvv5+YmJg8CEVECqOMfbqOHnX+XAvpDOBdthJKKD9zipt4jE+I4EPOUMbxOZrhJSK5wOkxQG3btmXIkCHs3LmT0NBQSpQoYff+ww8/nGvBiUjBlpYGvXtnvUnptVTlAAvoQQvMx+lf0I5nmUMy136uFRxsJj+a4SUiN8JiGM791eXhkXXRyGKxFInHY6mpqQQEBJCSkkKpUqWuf4KIG4qKguefh5MnnT3ToAcLmEJ/SnGWc5TgZd7hA54jq9Wcy5eHJ5+E9u01w0tEsubM77fTFaD09PQcByYihd+1BjtfT3mO8wHP0YHPAPieu+nOQvZTM1PfcuXgqaeU9IhI3sjRbvAZLly4gK+vb27FIiIFXFQU9OuXs/E+D/MZs+lFBU6QhhfDGcPbvEI6mTObUaNg6FAlPSKSd5weBG21Wu12g9+/fz+g3eBFirqcDnYuRQrzLU/zGR2owAl2UJ/GbGECgzIlPyEhsGIFvP66kh8RyVtOV4DGjh3LwoULmTBhAr169bK116tXj0mTJvHMM8/kaoAi4npWq7m4obODne8lhlUB3SmdcgjDYmHXg//lVJ9RTPL2sa0EDVrBWUTyn9MJUMZu8K1ataJ37962du0GL1J0xcbar+x8PT5cYHLx1+j9zyRIAWrUwLJwIXXuuYc6eRaliEj2aTd4EbmupKTs923EVj7y7MZt/ySYDc89B++8AyVL5k1wIiI5oN3gReS6srPlhCeXGcYYNnEXt1kTIDAQ1qyBWbOU/IhIgaPd4EXkusLCzAUIjx51PA7oFvawiG40YbPZ8OijMGOGOZddRKQAcroClLEb/Nq1a227we/atUu7wYsUYZ6eMGWK+WfLFWsVWkjnBaayjYY0YTNGQAAsXgyffKLkR0QKNKdXgnYHWglaxLGoKHM22JEjUJkjzKMn4USbb95/P8yfb5aKRERcIE9XghaRos9qNWd+JSVlnqr+xz6DfaM/ptbkF/A+n4JRvDiWCROgb1+4xlY5IiIFSbYSoDJlymCxON6j52p//fXXDQUkIvnvyoRn716YPdvxtPebOMWC4n146J9PzYb//AfLokVw6635G7CIyA3KVgI0efJk259PnTrFG2+8QevWrWnatCkA8fHxfP311wwfPjxPghSRvHPlY61racta5vIMQf8kc4li7H3ideosHgLFVEgWkcLH6TFAnTp1omXLlrz44ot27VOnTuWbb75h1apVuRmfS2gMkBRFV1Z5goKgWTN4883rb2pagnO8w8s8zwcAJFCbbizmeEgoiYlauVlECg5nfr+dToBKlizJ9u3bMy2GuHfvXho2bMi5c+ecj7iAUQIkRY2jKo+HB6SnX/u8ZvzAIrpRE3PPv3cZwFDGcoHiAGzYAC1a5FHQIiJOcub32+kRi2XLlmXlypWZ2letWkXZsmWdvZyI5LGMTUyvfsR1reTHm4uMZzCxhFGT/RykCi35lpd515b8gHMrRIuIFCROP7wfNWoUzzzzDDExMbYxQJs2beKrr75izpw5uR6giOSM1QoxMdCrl3ObmNbjFxYTwR38AsB8ehDJZFIJyNQ3OytEi4gURE5XgHr06EFcXBylS5cmKiqKFStWEBAQwA8//ECPHj2cDmD69OlUr14dX19fQkNDHW6zcaWNGzcSGhqKr68vNWrUYObMmVn2Xbp0KRaLhQ4dOjgdl0hBk5HQLFli/jMtLevj0aOhWjVzaZ7sTsz0wMp/eYstNOYOfuEE5XiEKHoyP1PyY7FASIi5QrSISKFkOCEtLc3o0aOH8ccffzhzWpaWLl1qeHl5GbNnzzYSEhKM/v37GyVKlDAOHjzosP/+/fsNPz8/o3///kZCQoIxe/Zsw8vLy1i+fHmmvgcOHDAqV65shIWFGe3bt3cqrpSUFAMwUlJScnJbIrluxQrDCA42DLOWY748Pa997MyrBvuMWO62NaziYaMCyQ77Wizma8UKV38rIiL2nPn9dnoQdOnSpfn555+pUaPGDSdfTZo0oVGjRsyYMcPWVrt2bTp06MD48eMz9R80aBCrV69m165dtrbevXuzY8cO4uPjbW1Wq5V7772Xp59+mtjYWM6cOePU7DQNgpaCJGMMT96s2W7Qi9m8y0BK8jep+NOfKSygB+B47a+QEJg8GTp2zIt4RERyLk9Xgn7kkUdYtWoVAwcOzHGAAGlpaWzdupXBgwfbtYeHhxMXF+fwnPj4eMLDw+3aWrduzdy5c7l06RJeXl4AjB49mvLly/PMM89c95EawMWLF7l48aLtODU11dnbEckTVqs5eysvkp+KJDGHZ/k/1gIQw730YAEHqUblyvDcc3DzzZlXgg4L09R3ESn8nE6AatWqxZgxY4iLiyM0NJQSJUrYvd+vX79sXefkyZNYrVYCAwPt2gMDA0lOTnZ4TnJyssP+ly9f5uTJkwQFBfHDDz8wd+5ctm/fnu17Gj9+PKNGjcp2f5H8Eht7/QUKc+JRPmUmvSnLX1zAh9cYx2QiMfBg1CgYOlRJjogUbU4nQHPmzKF06dJs3bqVrVu32r1nsViynQBdec6VDMO45rYbjvpntJ89e5annnqK2bNnU86JnaiHDBliV9FKTU0lJCQk2+eL5JXcnmZemtO8z0s8xUcA/ExDIlhMArfr0ZaIuBWnE6DExMRc+eBy5crh6emZqdpz/PjxTFWeDBUrVnTYv1ixYpQtW5bffvuNAwcO8NBDD9neT//fYifFihVjz5491KxZM9N1fXx88PHxudFbEslVViv8+WfuXe9+oplHT0I4guHhQfqg1zjbcjjDTnrr0ZaIuJ0cb+Jz8uRJLBZLjhc/9Pb2JjQ0lOjoaB555BFbe3R0NO3bt3d4TtOmTfn888/t2tatW0fjxo3x8vLitttu49dff7V7f9iwYZw9e5YpU6aoqiMFwtVbUmRMJb+y7eRJGDAgdx5/Fec8bzGIl5gKwNmgm/GPWoTnXXdx741fXkSkcHJmetnp06eNvn37GmXLljU8PDwMDw8Po2zZssYLL7xgnD592unpahnT4OfOnWskJCQYkZGRRokSJYwDBw4YhmEYgwcPNiIiImz9M6bBDxgwwEhISDDmzp2b5TT4DN27d9c0eCkwHE1nL1vWfOV0Cvu1Xv9hk7GbW2wN+9q8YBjnzrn6axARyRPO/H5nuwL0119/0bRpU44ePcqTTz5J7dq1MQyDXbt2sWDBAtavX09cXBxlypTJdvLVuXNnTp06xejRo0lKSqJu3bqsXbuWqlWrApCUlMShQ4ds/atXr87atWsZMGAA06ZNo1KlSrz33nt06tQp258p4ipZTWc/dSpn1/P0NKtJjo6LcYm3/Ufz0rlxeBjpXCxXmWKL5lGzbbjji4mIuJlsrwMUGRnJ+vXr+eabbzKN0UlOTiY8PJxWrVoxadKkPAk0P2kdIMltVqu5MnNuzeiaNAn69oW4OPvd3ePi4O+fEmg+OwL/vT+bnbt0gWnTwIn/OBERKYzyZB2gVatWMWvWLIcDlCtWrMiECRPo3bt3kUiARHJbbk9nDwwEb++rdmJPT6fFtikwfAhcvAg33QQzZsDjj+feB4uIFBHZToCSkpK4/fbbs3y/bt26Wa7fI+Lucns6e6ZNSA8ehB49zM3AANq2hblztVupiEgWsr0Zarly5Thw4ECW7ycmJuZ4RphIUZdbeUimTUgNAxYsgHr1zOTHzw9mzoQvvlDyIyJyDdlOgNq0acPQoUNJS0vL9N7FixcZPnw4bdq0ydXgRIqKsDAIDjYTmJzKOHfy5P+t13P8uLlq4dNPw9mz5iCgHTvg+edv7INERNxAtgdBHzlyhMaNG+Pj48MLL7zAbbfdBkBCQgLTp0/n4sWLbNmypUistaNB0JIXMmaBQc729rJbqfmzz8zNuo4fBy8vGD0aXn1VKxmKiFtz5vfbqd3gExMT6du3L+vWrbPbguKBBx5g6tSp1KpV68YiLyCUAEleiYoyNze9ckB0xpPjK6fDh4TAO+9A+fL2CyZ6/p0KkZEwf77ZsW5dWLwYGjTIr1sQESmw8iwBynD69Gn27t0LmJuj3nTTTTmLtIBSAiR5KTsrQTvcliImxhzofPCg+Yjr1VfNyo+2cRERAfIhASrqlABJgXLhArz2mrn4D0D16rBw4RUjoUVEBPJoHSARcYGtW6FbN0hIMI979TKfjfn7uzYuEZFCLtuzwEQkH12+DGPGwF13mclPYCB8/jl88IGSHxGRXKAKkEhBs2ePWfXZvNk87tTJXNunXDnXxiUiUoSoAiRSUKSnw9Sp0LChmfwEBJgzvD79VMmPiEguUwVIpCA4cgR69oToaPO4VStzqnsRWFdLRKQgUgVIxJUMAz76yFzPJzoafH3hvfdg3TolPyIieUgVIBFXOXUK+vQxH3EB3HknLFoE/1tlXURE8o4qQCKu8OWXZtXn00/NFQ9HjYK4OCU/IiL5RBUgkfx07hy8/LI5nR3MhGfxYmjc2LVxiYi4GVWARPLLDz/AHXf8m/z07w8//6zkR0TEBZQAieS1ixdhyBBo3hz274cqVeDbb82t3YsXd3V0IiJuSY/ARPKQddsv/PNoBCX3/wJAerfueLw3xVzjR0REXEYVIJG8YLWyM+ItrI0aU3L/L5ygHI8QRdVvFxC1XsmPiIirqQIkbs9qhdhYSEqCoCBzk3VPz5y3n93+B3dM6k7dQz8A8BkP8xwfcJxALEfh0Udh+XLo2NHFNy4i4saUAIlbi4oyxyIfOfJvW3AwdOkCS5Y42f6xQZujc5jEAEryN6n4058pLKAHYAHMdQ8tFoiMhPbtzcRJRETyn8UwDMPVQRQ0qampBAQEkJKSQqlSpVwdjlxHVhWZ670fFWVWY3Lj/wGBJDOHZ3mQLwDYSHO6s5CDVMvynA0boEWLG/9sERExOfP7rQqQFGpZVXCmTDEfMWX1/rvvwsCBuZP8dGI5M+lNOU5xEW9eYxyTGIBxnSF2SUk3/tkiIpIzSoCk0MqqgnP0f+NsXnkF3n7b8fuPP37jnx/AGabyIk/xEQDbaEAEi/mNutk6PyjoxmMQEZGc0SwwKZSsVrOy46iCYxjm6913s37/Rt3Hen6lHk/xEVY8eIOhNOHHbCU/Fou5z2lY2I3HISIiOaMKkBRKsbH2j7UcsVpz/3OLc543GUw/3gdgL7WIYDE/cle2zreYY6GZPFkDoEVEXEkVICmUXDF+5k428zONbMnPdPrQgO3ZTn7AHH+kKfAiIq6nCpAUSrk5fsZiufZjsWJcYhhvMJSxFMPKUSrRk3mso3W2rjtqFNx8s+MZaiIi4hqqAEmhFBZmVlMyHik54umZ9fsZ43A+/RQqV7Z/LyQEXn3VvP5t7CKepoxgNMWwsq12F9pU+tUu+bmy/5WCg2HFCnj9dXOdoBYtlPyIiBQUWgfIAa0DVDhkzAID+wpORtKTMQssq/czHkU5XCfIkk765Pdg8GA8Ll3kkn8ZPGfNwKNLZ6dXiBYRkfzhzO+3EiAHlAAVHo7W+QkJMQcZZ7UO0JXvO3TwIPToATEx5nHr1jBvHlSqlCf3ICIiuUMJ0A1SAlS45HQl6EwMAxYtgn79IDUV/PzgnXfg+eev/axNREQKBK0ELW7F0/PaW0pc730Ajh83E51Vq8zjpk3NZKhWrdwJUkREChQNghZZvRrq1TOTHy8vGD/eLBkp+RERKbJUARL3lZpqbss+f755XLcuLF4MDRq4MioREckHqgCJe9q4EerXN5MfiwX++1/YskXJj4iIm1AFSNzLhQswdChMmmQOeq5eHRYu1MZcIiJuRgmQuI+ff4aICEhIMI979TJnefn7uzYuERHJd3oEJkXf5cswdiw0aWImP4GB8Pnn8MEHSn5ERNyUKkBStP3+O3TrBj/+aB536gQzZ0K5cq6NS0REXEoVICmaDAOmTTMHNf/4IwQEmOv6fPqpkh8REVEFSIqgo0fh6achOto8btXKnO0VEuLauEREpMBQBUiKDsOAJUvM9Xyio8HXF957D9atU/IjIiJ2VAGSouHUKejbFz75xDy+807zkddtt7k2LhERKZBUAZLC78svza0sPvnE3Phr1Cj44QclPyIikiVVgKTwOncOXnkFZs0yj2+7zdzKonFj18YlIiIFnipAUjjFxZkzvDKSn8hIc6FDJT8iIpINSoCkcElLg9deM7eu+OMPc3Dz+vXm1hbFi7s6OhERKST0CEwKj19/Nbey2LHDPO7WzZzlFRDg2rhERKTQUQVICj6rFSZONB9v7dhhLmS4YoW5iamSHxERyQFVgKRgS0yE7t0hNtY8fughcw+vihVdG5eIiBRqLq8ATZ8+nerVq+Pr60toaCixGT90Wdi4cSOhoaH4+vpSo0YNZs6caff+7NmzCQsLo0yZMpQpU4b777+fzZs35+UtSF4wDJgzB+rXN5OfkiVh7lz47DMlPyIicsNcmgAtW7aMyMhIhg4dyrZt2wgLC6Nt27YcOnTIYf/ExETatWtHWFgY27Zt47XXXqNfv36sWLHC1icmJoYuXbqwYcMG4uPjqVKlCuHh4Rw9ejS/bktuVHIyPPww9OplTnUPC4NffoGePcFicXV0IiJSBFgMwzBc9eFNmjShUaNGzJgxw9ZWu3ZtOnTowPjx4zP1HzRoEKtXr2bXrl22tt69e7Njxw7i4+MdfobVaqVMmTJMnTqVbt26ZSuu1NRUAgICSElJoVSpUk7eldyQFSvg+efNlZ29vWHcOHOKu6enqyMTEZECzpnfb5dVgNLS0ti6dSvh4eF27eHh4cTFxTk8Jz4+PlP/1q1bs2XLFi5duuTwnPPnz3Pp0iVuuummLGO5ePEiqampdi/JZ2fOmLO6Hn3UTH4aNICtW+Hll5X8iIhIrnNZAnTy5EmsViuBgYF27YGBgSQnJzs8Jzk52WH/y5cvc/LkSYfnDB48mMqVK3P//fdnGcv48eMJCAiwvUK0cWb++uYbcyuLxYvBwwOGDoUffzQ3NRUREckDLh8EbblqTIdhGJnartffUTvAhAkTWLJkCVFRUfj6+mZ5zSFDhpCSkmJ7HT582JlbkJw6fx769YMHHoAjR6BWLfj+e3jjDfPxl4iISB5x2TT4cuXK4enpmanac/z48UxVngwVK1Z02L9YsWKULVvWrv3tt99m3LhxfPPNN9SvX/+asfj4+ODj45ODu5Ac++knc1HDPXvM4759YcIEKFHCtXGJiIhbcFkFyNvbm9DQUKKjo+3ao6OjadasmcNzmjZtmqn/unXraNy4MV5eXra2iRMnMmbMGL766isaa2+oguXSJRg5Epo2NZOfSpXgq69g2jQlPyIikm9c+ghs4MCBzJkzh3nz5rFr1y4GDBjAoUOH6N27N2A+mrpy5lbv3r05ePAgAwcOZNeuXcybN4+5c+fyyiuv2PpMmDCBYcOGMW/ePKpVq0ZycjLJycmcO3cu3+9PrrJrl5n4jBplru78xBPm9hatW7s6MhERcTMuXQm6c+fOnDp1itGjR5OUlETdunVZu3YtVatWBSApKcluTaDq1auzdu1aBgwYwLRp06hUqRLvvfcenTp1svWZPn06aWlpPProo3afNWLECEaOHJkv9yVXSU+H99+HwYPhwgUoUwZmzIDOnV0dmYiIuCmXrgNUUGkdoFx06BD06AEbNpjHbdqYKzpXqpSt061WcyHopCQICjLXRNSseBERcaRQrAMkRZxhwKJF5vT2DRvAz8+s+qxdm+3kJyoKqlWDli2ha1fzn9Wqme0iIiI3QgmQ5L4TJ6BTJ3MT09RUc9zPjh3Qu3e2t7KIijLXRDxyxL796FGzXUmQiIjcCCVAkrtWrzYXMFy5Ery8zK0svvvOXOMnm6xW6N/fLCJdLaMtMtLsJyIikhMuHQQtRUhqKgwYAPPmmcd165orOzdokKnr9cb1xMZmrvxcyTDg8GGzX4sWuXoXIiLiJlQBkhv33Xdwxx1m8mOxwKuvmgsdOkh+sjOuJykpex+b3X4iIiJXUwIkOXfhgpnstGgBBw6YmczGjeaKzg62HsnuuJ6goOx9fHb7iYiIXE0JkOTMtm3QuDG8/bb5TOrZZ+GXX8znWQ44M64nLAyCg7MeL22xQEhIlh8lIiJyXUqAxDmXL5sDm5s0gd9+gwoVzIHPs2eDv3+WpzkzrsfTE6ZMMduvToIyjidP1npAIiKSc0qAJPv27oXmzWHoUHNPr44dYedOeOih657q7Liejh1h+XKoXNn+/eBgs71jRydjFxERuYJmgcn1GQbMnAmvvALnz0OpUjB1Kjz1VLbX9cnJuJ6OHaF9e60ELSIiuU8JkFzb0aPwzDPw9dfm8X33wfz5UKWKU5fJGNdz9KjjcUAWi/n+1eN6PD011V1ERHKfHoFJ1pYuNbey+Pprc1bXlCkQHe108gMa1yMiIgWLEiDJ7K+/oEsX83X6tDnb6+efoV8/8Mj5/2Q0rkdERAoKPQITe199BT17moNuPD1h+HB47TVzW4tcoHE9IiJSECgBEtPff5uDnGfONI9vu83cyqJx41z/KI3rERERV9MjMIH4eHPbiozkp39/85FXHiQ/IiIiBYESIHeWlmau6XPPPbBvnzkY55tvzNHIxYu7OjoREZE8o0dg7mrnToiIgO3bzeNu3cxpWqVLuzIqERGRfKEKkLuxWs39u0JDzeSnXDlYsQIWLlTyIyIibkMVIHeSmAg9esB335nHDz5o7uFVsaJLwxIREclvqgC5A8OAuXOhfn0z+SlZEubMMTcxVfIjIiJuSBWgou7PP6FXL/j8c/M4LMx83FW9umvjEhERcSFVgIqyqCioW9dMfry9YeJE2LBByY+IiLg9VYCKojNnzG0rFi82jxs0MP9ct64roxIRESkwVAEqatavN8f6LF5s7tv12mvw449KfkRERK6gClBR8c8/MGTIv1uu16oFixZB06aujUtERKQAUgJUFPz0k7mQ4e7d5nGfPuZ4nxIlXBuXiIhIAaVHYIXZpUswapRZ5dm929xa/csvYfp0JT8iIiLXoApQYbV7t7mVxZYt5vETT8C0aXDTTa6NS0REpBBQBaiwSU83x/k0bGgmP2XKwJIl5kvJj4iISLaoAlSYHDoETz8N335rHrduba7wXLmya+MSEREpZFQBKgwMw5zWXq+emfz4+ZnjfL78UsmPiIhIDqgCVNCdOAG9e5urOgPcdZc5vf3mm10bl4iISCGmClBB9vnnZtUnKgq8vGDcOIiNVfIjIiJyg1QBKojOnoUBA8zxPQC33w4ffmhuaSEiIiI3TBWggua778ytLObOBYsFXnnFnO2l5EdERCTXqAJUUFy4AMOHwzvvmIOeq1WDhQuheXNXRyYiIlLkKAEqCLZvNxc13LnTPH7mGXj3XShVyqVhiYiIFFV6BOZKly+bA5v/8x8z+alQAVavhjlzlPyIiIjkIVWAXGXfPnMD0/h487hjR5g5E8qXd21cIiIibkAVoPxmGGaic8cdZvJTqpS5rs/y5Up+RERE8okqQPnp6FFzfM/XX5vH990H8+dDlSqujUtERMTNqAKUn3780Ux+fH3NDU2jo5X8iIiIuIAqQPmpY0cYMwY6dYLatV0djYiIiNtSApTfhg1zdQQiIiJuT4/ARERExO0oARIRERG3owRIRERE3I4SIBEREXE7SoBERETE7SgBEhEREbejBEhERETcjtYBykdWK8TGQlISBAVBWBh4ehbeGArC/YiIiOSEyytA06dPp3r16vj6+hIaGkpsbOw1+2/cuJHQ0FB8fX2pUaMGM2fOzNRnxYoV1KlTBx8fH+rUqcPKlSvzKvxsi4qCatWgZUvo2tX8Z7VqZnthjKEg3I+IiEiOGS60dOlSw8vLy5g9e7aRkJBg9O/f3yhRooRx8OBBh/33799v+Pn5Gf379zcSEhKM2bNnG15eXsby5cttfeLi4gxPT09j3Lhxxq5du4xx48YZxYoVMzZt2pTtuFJSUgzASElJueF7NAzDWLHCMCwWwzC3gv/3ZbGYrxUrcuVj8i2GgnA/IiIiV3Pm99tiGIbhquSrSZMmNGrUiBkzZtjaateuTYcOHRg/fnym/oMGDWL16tXs2rXL1ta7d2927NhBfHw8AJ07dyY1NZUvv/zS1qdNmzaUKVOGJUuWZCuu1NRUAgICSElJoVSpUjm9PcB8TFStGhw54vh9iwWCgyExMe8eH+VmDAXhfkRERBxx5vfbZY/A0tLS2Lp1K+Hh4Xbt4eHhxMXFOTwnPj4+U//WrVuzZcsWLl26dM0+WV0T4OLFi6Smptq9cktsbNbJApi1k8OHzX55JTdjKAj3IyIicqNclgCdPHkSq9VKYGCgXXtgYCDJyckOz0lOTnbY//Lly5w8efKafbK6JsD48eMJCAiwvUJCQnJySw4lJeVuP1fHUBDuR0RE5Ea5fBC0xWKxOzYMI1Pb9fpf3e7sNYcMGUJKSortdfjw4WzHfz1BQbnbz9UxFIT7ERERuVEuS4DKlSuHp6dnpsrM8ePHM1VwMlSsWNFh/2LFilG2bNlr9snqmgA+Pj6UKlXK7pVbwsLMMTFZ5V8WC4SEmP3ySm7GUBDuR0RE5Ea5LAHy9vYmNDSU6Ohou/bo6GiaNWvm8JymTZtm6r9u3ToaN26Ml5fXNftkdc285ukJU6aYf746acg4njw5bwcM52YMBeF+REREbljeTki7toxp8HPnzjUSEhKMyMhIo0SJEsaBAwcMwzCMwYMHGxEREbb+GdPgBwwYYCQkJBhz587NNA3+hx9+MDw9PY0333zT2LVrl/Hmm2+6fBq8YZhTw4OD7aeNh4Tk75Tx3IyhINyPiIjIlQrNNHgwF0KcMGECSUlJ1K1bl0mTJtG8eXMAevTowYEDB4iJibH137hxIwMGDOC3336jUqVKDBo0iN69e9tdc/ny5QwbNoz9+/dTs2ZNxo4dS8eOHbMdU25Og79SQVg5WStBi4hIUeXM77fLE6CCKK8SIBEREck7hWIdIBERERFXUQIkIiIibkcJkIiIiLgdJUAiIiLidpQAiYiIiNtRAiQiIiJuRwmQiIiIuB0lQCIiIuJ2lACJiIiI2ynm6gAKoozFsVNTU10ciYiIiGRXxu92dja5UALkwNmzZwEICQlxcSQiIiLirLNnzxIQEHDNPtoLzIH09HSOHTuGv78/FovF1eHkqdTUVEJCQjh8+LD2Pctn+u5dQ9+76+i7dx13+e4Nw+Ds2bNUqlQJD49rj/JRBcgBDw8PgoODXR1GvipVqlSR/j9FQabv3jX0vbuOvnvXcYfv/nqVnwwaBC0iIiJuRwmQiIiIuB0lQG7Ox8eHESNG4OPj4+pQ3I6+e9fQ9+46+u5dR999ZhoELSIiIm5HFSARERFxO0qARERExO0oARIRERG3owRIRERE3I4SIAHgwIEDPPPMM1SvXp3ixYtTs2ZNRowYQVpamqtDcwtjx46lWbNm+Pn5Ubp0aVeHU6RNnz6d6tWr4+vrS2hoKLGxsa4Oqcj77rvveOihh6hUqRIWi4VVq1a5OiS3MH78eO688078/f2pUKECHTp0YM+ePa4Oq8BQAiQA7N69m/T0dGbNmsVvv/3GpEmTmDlzJq+99pqrQ3MLaWlpPPbYY/Tp08fVoRRpy5YtIzIykqFDh7Jt2zbCwsJo27Ythw4dcnVoRdrff//NHXfcwdSpU10dilvZuHEjL7zwAps2bSI6OprLly8THh7O33//7erQCgRNg5csTZw4kRkzZrB//35Xh+I2FixYQGRkJGfOnHF1KEVSkyZNaNSoETNmzLC11a5dmw4dOjB+/HgXRuY+LBYLK1eupEOHDq4Oxe2cOHGCChUqsHHjRpo3b+7qcFxOFSDJUkpKCjfddJOrwxDJFWlpaWzdupXw8HC79vDwcOLi4lwUlUj+SUlJAdDf6/+jBEgc+uOPP3j//ffp3bu3q0MRyRUnT57EarUSGBho1x4YGEhycrKLohLJH4ZhMHDgQO655x7q1q3r6nAKBCVARdzIkSOxWCzXfG3ZssXunGPHjtGmTRsee+wxnn32WRdFXvjl5LuXvGexWOyODcPI1CZS1Lz44ov88ssvLFmyxNWhFBjFXB2A5K0XX3yRJ5544pp9qlWrZvvzsWPHaNmyJU2bNuWDDz7I4+iKNme/e8lb5cqVw9PTM1O15/jx45mqQiJFyUsvvcTq1av57rvvCA4OdnU4BYYSoCKuXLlylCtXLlt9jx49SsuWLQkNDWX+/Pl4eKhAeCOc+e4l73l7exMaGkp0dDSPPPKIrT06Opr27du7MDKRvGEYBi+99BIrV64kJiaG6tWruzqkAkUJkABm5adFixZUqVKFt99+mxMnTtjeq1ixogsjcw+HDh3ir7/+4tChQ1itVrZv3w5ArVq1KFmypGuDK0IGDhxIREQEjRs3tlU5Dx06pLFueezcuXPs27fPdpyYmMj27du56aabqFKligsjK9peeOEFPv74Yz777DP8/f1t1c+AgACKFy/u4uhcT9PgBTCnXz/99NMO39P/RPJejx49WLhwYab2DRs20KJFi/wPqAibPn06EyZMICkpibp16zJp0iRNCc5jMTExtGzZMlN79+7dWbBgQf4H5CayGts2f/58evTokb/BFEBKgERERMTtaJCHiIiIuB0lQCIiIuJ2lACJiIiI21ECJCIiIm5HCZCIiIi4HSVAIiIi4naUAImIiIjbUQIk4oYOHDiAxWKxrThdWFSrVo3Jkyfn2vVatGhBZGRkrl3PFSwWC6tWrQIK779XEVdQAiRSxFxvB/rCsALsggULKF26dKb2n376ieeeey7/AyoARo4cSYMGDTK1JyUl0bZt2/wPSKSQ015gIkVMUlKS7c/Lli3j9ddfZ8+ePba24sWLc/r0aVeEhtVqxWKx5Hij3fLly+dyRIWf9uoTyRlVgESKmIoVK9peAQEBWCyWTG0Z9u/fT8uWLfHz8+OOO+4gPj7e7lpxcXE0b96c4sWLExISQr9+/fj7779t758+fZpu3bpRpkwZ/Pz8aNu2LXv37rW9n1HJWbNmDXXq1MHHx4eDBw+SlpbGf//7XypXrkyJEiVo0qQJMTExgLlv1NNPP01KSoqtajVy5Egg8yOwM2fO8NxzzxEYGIivry9169ZlzZo1AJw6dYouXboQHByMn58f9erVY8mSJU5/n2+++SaBgYH4+/vzzDPPMHjwYLtKjKPHaB06dLCrtH344Yc0btwYf39/KlasSNeuXTl+/Ljt/ZiYGCwWC+vXr6dx48b4+fnRrFkzW+K6YMECRo0axY4dO2zfScYeWlc+AnMkISGBdu3aUbJkSQIDA4mIiODkyZO295cvX069evUoXrw4ZcuW5f7777f7dyxSVCkBEnFjQ4cO5ZVXXmH79u3ccsstdOnShcuXLwPw66+/0rp1azp27Mgvv/zCsmXL+P7773nxxRdt5/fo0YMtW7awevVq4uPjMQyDdu3acenSJVuf8+fPM378eObMmcNvv/1GhQoVePrpp/nhhx9YunQpv/zyC4899hht2rRh7969NGvWjMmTJ1OqVCmSkpJISkrilVdeyRR7eno6bdu2JS4ujg8//JCEhATefPNNPD09Abhw4QKhoaGsWbOGnTt38txzzxEREcGPP/6Y7e/nk08+YcSIEYwdO5YtW7YQFBTE9OnTnf6e09LSGDNmDDt27GDVqlUkJiY6fBQ5dOhQ3nnnHbZs2UKxYsXo2bMnAJ07d+bll1/m9ttvt30nnTt3vu7nJiUlce+999KgQQO2bNnCV199xZ9//snjjz9ue79Lly707NmTXbt2ERMTQ8eOHbUBsrgHQ0SKrPnz5xsBAQGZ2hMTEw3AmDNnjq3tt99+MwBj165dhmEYRkREhPHcc8/ZnRcbG2t4eHgY//zzj/H7778bgPHDDz/Y3j958qRRvHhx45NPPrF9PmBs377d1mffvn2GxWIxjh49anftVq1aGUOGDLlm3FWrVjUmTZpkGIZhfP3114aHh4exZ8+ebH8f7dq1M15++WXb8b333mv0798/y/5NmzY1evfubdfWpEkT44477rjmNdq3b2907949y+tu3rzZAIyzZ88ahmEYGzZsMADjm2++sfX54osvDMD4559/DMMwjBEjRth9bgbAWLlypWEY//573bZtm2EYhjF8+HAjPDzcrv/hw4cNwNizZ4+xdetWAzAOHDiQZawiRZUqQCJurH79+rY/BwUFAdgezWzdupUFCxZQsmRJ26t169akp6eTmJjIrl27KFasGE2aNLFdo2zZstx6663s2rXL1ubt7W33OT///DOGYXDLLbfYXXvjxo388ccf2Y59+/btBAcHc8sttzh832q1MnbsWOrXr0/ZsmUpWbIk69at49ChQ9n+jF27dtG0aVO7tquPs2Pbtm20b9+eqlWr4u/vT4sWLQAyxXKtfx85sXXrVjZs2GD3Pd92220A/PHHH9xxxx20atWKevXq8dhjjzF79myXjQ8TyW8aBC3ixry8vGx/tlgsgPloKeOfzz//PP369ct0XpUqVfj9998dXtMwDNu1wBx0feVxeno6np6ebN261fa4KkPJkiWzHXvx4sWv+f4777zDpEmTmDx5MvXq1aNEiRJERkaSlpaW7c/IDg8Pj0yPjK58BPj3338THh5OeHg4H374IeXLl+fQoUO0bt06UyzX+veRE+np6Tz00EO89dZbmd4LCgrC09OT6Oho4uLiWLduHe+//z5Dhw7lxx9/pHr16jn+XJHCQAmQiDjUqFEjfvvtN2rVquXw/Tp16nD58mV+/PFHmjVrBpgDj3///Xdq166d5XUbNmyI1Wrl+PHjhIWFOezj7e2N1Wq9Znz169fnyJEj/P777w6rQLGxsbRv356nnnoKMJOBvXv3XjO2q9WuXZtNmzbRrVs3W9umTZvs+pQvX95u5p3VamXnzp20bNkSgN27d3Py5EnefPNNQkJCANiyZUu2Y8iQne/kao0aNWLFihVUq1aNYsUc/3VvsVi4++67ufvuu3n99depWrUqK1euZODAgU7HKFKY6BGYiDg0aNAg4uPjeeGFF9i+fTt79+5l9erVvPTSSwDcfPPNtG/fnl69evH999+zY8cOnnrqKSpXrkz79u2zvO4tt9zCk08+Sbdu3YiKiiIxMZGffvqJt956i7Vr1wLmbK9z586xfv16Tp48yfnz5zNd595776V58+Z06tSJ6OhoEhMT+fLLL/nqq68AqFWrlq26sWvXLp5//nmSk5Od+g769+/PvHnzmDdvHr///jsjRozgt99+s+tz33338cUXX/DFF1+we/du+vbty5kzZ2zvV6lSBW9vb95//33279/P6tWrGTNmjFNxZHwniYmJbN++nZMnT3Lx4sXrnvPCCy/w119/0aVLFzZv3sz+/ftZt24dPXv2xGq18uOPPzJu3Di2bNnCoUOHiIqK4sSJE04liSKFlRIgEXGofv36bNy4kb179xIWFkbDhg0ZPny4bWwKwPz58wkNDeXBBx+kadOmGIbB2rVr7R7lODJ//ny6devGyy+/zK233srDDz/Mjz/+aKuQNGvWjN69e9O5c2fKly/PhAkTHF5nxYoV3HnnnXTp0oU6derw3//+11YlGT58OI0aNaJ169a0aNGCihUr0qFDB6e+g86dO/P6668zaNAgQkNDOXjwIH369LHr07NnT7p37063bt249957qV69uq36A2aFaMGCBXz66afUqVOHN998k7ffftupOAA6depEmzZtaNmyJeXLl8/WlP5KlSrxww8/YLVaad26NXXr1qV///4EBATg4eFBqVKl+O6772jXrh233HILw4YN45133tHCiuIWLMbVD69FRCRLI0eOZNWqVdpuQqSQUwVIRERE3I4SIBEREXE7egQmIiIibkcVIBEREXE7SoBERETE7SgBEhEREbejBEhERETcjhIgERERcTtKgERERMTtKAESERERt6MESERERNyOEiARERFxO/8PLpsxOGdw1SEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 5 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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JkIiIiHgcJUAiIiLicZQAiYiIiMdRAiQiIiIeRwmQiIiIeBwlQCIiIuJxlACJiIiIx1ECJCIiIh5HCZCIiIh4HCVAIiIi4nGUAImIiIjHUQIkIiIiHkcJkIiIiHgcJUAiIiLicZQAiYiIiMdRAiQiIiIeRwmQiIiIeBwlQCIiIuJxlACJiIiIx1ECJCIiIh5HCZCIiIh4HCVAIiIi4nGUAImIiIjHcXsCNH36dKpXr07hwoUJDQ1l3bp16daNiYmha9eu1K5dGy8vL/r37++03pIlS6hXrx5+fn7Uq1ePpUuX5lD0IiIikh+5NQFatGgR/fv3Jzw8nM2bN9OsWTPatm3LoUOHnNZPSEigXLlyhIeHc9tttzmtEx0dTefOnenevTtbt26le/fuPPbYY2zYsCEnv4qIiIjkIzZjjHHXhzdu3JiQkBBmzJjhKKtbty4dO3YkIiIiw3ubN2/O7bffztSpU1OVd+7cmfj4eL755htHWZs2bShVqhQLFy7MVFzx8fEEBAQQFxdHiRIlMv+FRERExG1c+f12Ww9QYmIimzZtIiwsLFV5WFgY69evz3K70dHRadps3bp1hm0mJCQQHx+f6iUiIiIFl9sSoJMnT2K32wkMDExVHhgYSGxsbJbbjY2NdbnNiIgIAgICHK/g4OAsf76IiIjkfW6fBG2z2VJdG2PSlOV0m8OGDSMuLs7xOnz48A19voiIiORthdz1wWXLlsXb2ztNz8zx48fT9OC4okKFCi636efnh5+fX5Y/U0RERPIXt/UA+fr6EhoayqpVq1KVr1q1iqZNm2a53SZNmqRpc+XKlTfUpoiIiBQsbusBAhg4cCDdu3enUaNGNGnShNmzZ3Po0CH69OkDWENTR48eZcGCBY57tmzZAsD58+c5ceIEW7ZswdfXl3r16gHQr18/7rnnHiZOnEiHDh348ssv+f777/nxxx9z/fuJiIhI3uTWBKhz586cOnWKMWPGEBMTQ/369VmxYgVVq1YFrI0Pr90TqGHDho6/b9q0iU8//ZSqVaty4MABAJo2bcpnn33G8OHDGTFiBDVr1mTRokU0btw4176XiIiI5G1u3Qcor9I+QCIiIvlPvtgHSERERMRdlACJiIiIx1ECJCIiIh5HCZCIiIh4HCVAIiIi4nGUAImIiIjHUQIkIiIiHkcJkIiIiHgcJUAiIiLicZQAiYiIiMdRAiQiIiIeRwmQiIiIeBwlQCIiIuJxlACJiIiIx1ECJCIiIh5HCZCIiIh4HCVAIiIi4nGUAImIiIjHUQIkIiIiHkcJkIiIiHgcJUAiIiLicZQAiYiIiMdRAiQiIiIeRwmQiIiIeBwlQCIiIuJxlACJiIiIx1ECJCIiIh5HCZCIiIh4HCVAIiIi4nGUAImIiIjHUQIkIiIiHkcJkIiIiHgcJUAiIiKSu/7+G2Jj3RqCEiARERHJHRcuwNixcNNNMGSIW0Mp5NZPFxERkYIvKQnmzYPXX/+n52fnTkhIAD8/t4SkHiARERHJGcbAf/4Dt94Kzz5rJT/Vq8Nnn0F0tNuSH1APkIiIiOSEX3+FQYNg7VrrunRpqweoTx+3Jj4plACJiIhI9tm7F8LDYdEi69rPD/r3h6FDoWRJd0aWihIgERERuXGnTlkTnKdPhytXwGaDHj1gzBioUsXd0aWhBEhERESy7tIlePddiIiAuDirrHVrmDgRbrvNvbFlQAmQiIiIuM5uh48/huHD4cgRq+z222HSJLj/freGlhluXwU2ffp0qlevTuHChQkNDWXdunUZ1l+7di2hoaEULlyYGjVqMHPmzDR1pk6dSu3atSlSpAjBwcEMGDCAy5cv59RXEBER8SzffQchIdCrl5X8BAfDggWwaVO+SH7AzQnQokWL6N+/P+Hh4WzevJlmzZrRtm1bDh065LT+/v37adeuHc2aNWPz5s289tprvPzyyyxZssRR55NPPmHo0KGMHDmS7du3M3fuXBYtWsSwYcNy62uJiIgUTFu2QFgYtGkDv/8OAQFWj8+uXdC9O3i5vV8l02zGGOOuD2/cuDEhISHMmDHDUVa3bl06duxIREREmvpDhgxh+fLlbN++3VHWp08ftm7dSnR0NAB9+/Zl+/btrF692lHnlVde4Zdffrlu71KK+Ph4AgICiIuLo0SJEln9eiIiIgXDwYMwYoQ15GUM+PhA377Waq8yZdwdnYMrv99uS9USExPZtGkTYWFhqcrDwsJYv36903uio6PT1G/dujUbN27kypUrANx9991s2rSJX375BYB9+/axYsUK/u///i/dWBISEoiPj0/1EhER8Xhnz8LgwVC7Nnz0kZX8dOli7eI8ZUqeSn5c5bZJ0CdPnsRutxMYGJiqPDAwkNh0DkiLjY11Wj8pKYmTJ09SsWJFHn/8cU6cOMHdd9+NMYakpCSef/55hg4dmm4sERERjB49+sa/lIiISEGQkGAtZ3/jDTh92ipr3hwmT4ZGjdwaWnZx+2CdzWZLdW2MSVN2vfpXl0dFRTFu3DimT5/Ob7/9RmRkJF999RVjx45Nt81hw4YRFxfneB0+fDirX0dERCT/Sk6GhQuhTh0YONBKfm65Bb7+Gv773wKT/IAbe4DKli2Lt7d3mt6e48ePp+nlSVGhQgWn9QsVKkSZ/3XDjRgxgu7du/P0008D0KBBAy5cuMCzzz5LeHg4Xk4maPn5+eGXB7blFhERcZs1a6yjKzZtsq4rVrQ2NuzZEwoVvF1z3NYD5OvrS2hoKKtWrUpVvmrVKpo2ber0niZNmqSpv3LlSho1aoSPjw8AFy9eTJPkeHt7Y4zBjfO9RURE8qa//oIHHoD77rOSn2LFrMRn927o3btAJj/g5o0QBw4cSPfu3WnUqBFNmjRh9uzZHDp0iD59+gDW0NTRo0dZsGABYK34mjZtGgMHDuSZZ54hOjqauXPnsnDhQkebDz74IFOmTKFhw4Y0btyYPXv2MGLECNq3b4+3t7dbvqeIiEiec/QojBwJ8+ZZQ1+FCsFzz1kHlpYv7+7ocpxbE6DOnTtz6tQpxowZQ0xMDPXr12fFihVUrVoVgJiYmFR7AlWvXp0VK1YwYMAA3n//fSpVqsS7777Lww8/7KgzfPhwbDYbw4cP5+jRo5QrV44HH3yQcePG5fr3ExERyXPi4629e6ZMsY6xAHj4YRg/HmrVcm9sucit+wDlVdoHSERECpwrV2D2bBg9Gk6csMqaNrVWdqUz9SS/ceX3u2AO7ImIiIjFGIiMhGHDrHk9YPX0TJgAHTtap7Z7ICVAIiIiBdVPP1kru/53WgLly1vzfp55xtrN2YMpARIRESlodu60enyWLrWuixaFV1+1XsWLuze2PEIJkIiISEHx99/WHJ/Zs8Futw4n7d3bKqtY0d3R5SlKgERERPK7CxfgrbesCc3nz1tlDz5ozfOpV8+9seVRSoBERETyq6Qkax+f11+HlJMS7rjDSoTuvde9seVxSoBERETyG2Pgq69gyBDYvt0qq1EDIiLg0Uc9dmWXK5QAiYiI5Ce//AKDB8PatdZ16dJWD1CfPqBzLTNNCZCIiEh+sHcvhIfDokXWdeHC0L+/1QtUsqQ7I8uXXD4M9fDhwxw5csRx/csvv9C/f39mz56drYGJiIgIcPKklejUrWslPzabdUL7rl3WkJeSnyxxOQHq2rUra9asASA2Npb777+fX375hddee40xY8Zke4AiIiIe6dIlaxVXzZrwzjvWURatW8PmzTB/PgQHuzvCfM3lBOjPP//kzjvvBODzzz+nfv36rF+/nk8//ZT58+dnd3wiIiKexW63EpxatazNDOPj4fbbYeVK+PZbuO02d0dYILg8B+jKlSv4/W+S1ffff0/79u0BqFOnDjExMdkbnYiIiKcwxkpyBg+G33+3yqpUgXHjoGtXa1NDyTYuP81bbrmFmTNnsm7dOlatWkWbNm0AOHbsGGXKlMn2AEVERAq8zZshLAzatLGSn4AAmDTJOtLiiSeU/OQAl5/oxIkTmTVrFs2bN6dLly7c9r+uuOXLlzuGxkRERCQTDh6EHj0gNBS+/x58fWHgQGvF16BB1kovyRE2Y4xx9Sa73U58fDylSpVylB04cICiRYtSvnz5bA3QHeLj4wkICCAuLo4SJUq4OxwRESlozpyxVnC9+y4kJFhlXbvCG29A9erujS0fc+X3O0t9asYYNm3axKxZszh37hwAvr6+FC1aNCvNiYiIeIaEBJgyxVrZNXmydd28Ofz6K3zyiZKfXOTyJOiDBw/Spk0bDh06REJCAvfffz/Fixdn0qRJXL58mZkzZ+ZEnCIiIvlXcjJ89pm1keGBA1bZLbdY83zattXRFW7gcg9Qv379aNSoEWfOnKFIkSKO8oceeojVq1dna3AiIiL53po1cOed0K2blfxUqgRz58LWrdCunZIfN3G5B+jHH3/kp59+wtfXN1V51apVOXr0aLYFJiIikq/9+ad1TMWKFdZ18eLW9YABoCkjbudyApScnIzdbk9TfuTIEYoXL54tQYmIiORbR49ah5POn28NfRUqZB1UOmIEFICFQgWFy0Ng999/P1OnTnVc22w2zp8/z8iRI2nXrl12xiYiIpJ/xMdbc3xuvhk+/NBKfh55BLZtg/feU/KTx7i8DP7YsWO0aNECb29vdu/eTaNGjdi9ezdly5blhx9+0DJ4ERHxLImJMHs2jB5tHVwKcNdd1iqvJk3cG5uHceX32+UhsEqVKrFlyxYWLlzIb7/9RnJyMr1796Zbt26pJkWLiIgUaMbAkiXWeV179lhltWvDxInQvn22TG6222HdOoiJgYoVoVkz8Pa+4WaFLG6EWNCpB0hERDL044/WTs0//2xdly9v9QA9/bQ15ycbREZCv35w5Mg/ZUFB1sHwnTply0cUODnaA7RgwYIM3+/Ro4erTYqIiOQPO3bA0KHw5ZfWddGiViL0yivWKq9sEhlpTR+6tovi6FGrfPFiJUE3yuUeoKuPvwDrdPiLFy86doI+ffp0tgboDuoBEhGRVGJjrR6eOXOscSkvL6u3Z9Qoa2wqG9ntUK1a6p6fq9lsVk/Q/v0aDrtWjvYAnTlzJk3Z7t27ef755xk0aJCrzYmIiORd58/DW29ZE5ovXLDK2reHCROgbt1MN+PKXJ5169JPfsDqFTp82KrXvHnmv4qkli0DlTfffDMTJkzgiSeeYMeOHdnRpIiIiPskJVm7NY8cCX//bZXdeaeVCN1zj0tNuTqXJyYmc+1mtp44l6XDUJ3x9vbm2LFj2dWciIhI7jMGli+HBg2szQv//ts6uPTzz60Jz1lIfh55JG2PTspcnsjItPdkdkQtm0fePI7Lc4CWL1+e6toYQ0xMDNOmTSM4OJhvvvkmWwN0B80BEhHxQBs2WBOa162zrsuUsXZ07tMHrjn+KTOyOpcn5b6jR9NOgs7oPsnhOUAdO3ZMdW2z2ShXrhz33Xcfb731lqvNiYiIuNeePfDaa/DFF9Z14cLWeV1DhkBAQJabzepcHm9va3jskUesZOfqJChla6GpU5X83KgsnQUmIiKS7508CWPHwowZcOWKlV307GmVBQXdcPM3MpenUydrqbuzuUNTp2oJfHbInt2aRERE8ouLF60ulgkTrPO7ANq0sXZwvvXWbPuYG53L06kTdOignaBzSqYSoIEDB2a6wSlTpmQ5GBERkRxjt8OCBdap7EePWmUNG8KkSdCqVbZ/XLNmVo/N9ebyNGuWfhve3lrqnlMylQBt3rw5U43ZsuHcExERkWxlDHz3HQweDH/8YZVVqQLjxkHXrtamhjlAc3nyNp0F5oRWgYmIFBC//WYlPqtXW9clS0J4OPTta012zgXO9gEKDtZcnpyQo6vARERE8ryDB61E55NPrGtfX3jpJWu1V+nSuRqK5vLkTVlKgH799Ve++OILDh06RGJiYqr3Ip3t6iQiIpIbzpyB8ePh3Xch5fepa1druKtaNbeFpbk8eY/LA5+fffYZd911F9u2bWPp0qVcuXKFbdu28d///peAG9gvQUREJMsuX7bO7KpZE95800p+WrSAjRutXiA3Jj+SN7mcAI0fP563336br776Cl9fX9555x22b9/OY489RpUqVXIiRhEREeeSk60Ep04dePVVqweofn1YscKa9xMa6u4IJY9yOQHau3cv//d//weAn58fFy5cwGazMWDAAGbPnu1yANOnT6d69eoULlyY0NBQ1qVsQZ6OtWvXEhoaSuHChalRowYzZ85MU+fs2bO8+OKLVKxYkcKFC1O3bl1WrFjhcmwiIpKH/fe/cMcd8MQT1pyfSpXgww9hyxZo2/afpVYiTricAJUuXZpz584BULlyZf7880/ASjouXrzoUluLFi2if//+hIeHs3nzZpo1a0bbtm05dOiQ0/r79++nXbt2NGvWjM2bN/Paa6/x8ssvs2TJEkedxMRE7r//fg4cOMDixYvZuXMnc+bMoXLlyq5+VRERyYv++APatYOWLa1VXsWLW3N8du+GJ5/U7GLJHOOiLl26mLfeessYY8wbb7xhypUrZ55++mlTtWpV89BDD7nU1p133mn69OmTqqxOnTpm6NChTusPHjzY1KlTJ1XZc889Z/71r385rmfMmGFq1KhhEhMTXYrlanFxcQYwcXFxWW5DRESy2eHDxjz5pDE2mzFgTKFCxvTta8zx4+6OTPIIV36/M90DtGXLFgCmTZvG448/DsCwYcN49dVX+fvvv+nUqRNz587NdOKVmJjIpk2bCAsLS1UeFhbG+vXrnd4THR2dpn7r1q3ZuHEjV65cAazT6ps0acKLL75IYGAg9evXZ/z48djt9nRjSUhIID4+PtVLRETyiLg4a0l7rVowb561o+Ajj8C2bfDee1CunLsjlHwo0wlQSEgIoaGhLFq0CH9/f+tmLy8GDx7M8uXLmTJlCqVKlcr0B588eRK73U5gYGCq8sDAQGJjY53eExsb67R+UlISJ0+eBGDfvn0sXrwYu93OihUrGD58OG+99Rbjxo1LN5aIiAgCAgIcr+Dg4Ex/DxERySGJiVaCc9NN1tL2S5fg7rshOto6uf3mm90doeRjmU6AfvrpJ0JCQhg6dCgVK1bkiSeeYM2aNTccwLXHZxhjMjxSw1n9q8uTk5MpX748s2fPJjQ0lMcff5zw8HBmzJiRbpvDhg0jLi7O8Tp8+HBWv46IiNwoY6wEp149ePll69T22rVh2TL44Qf417+y3LTdDlFRsHCh9aezwYHsqiN5W6YToCZNmjBnzhxiY2OZMWMGR44coVWrVtSsWZNx48Zx5Oo9vjOhbNmyeHt7p+ntOX78eJpenhQVKlRwWr9QoUKUKVMGgIoVK1KrVi28r5oEV7duXWJjY9Ns2pjCz8+PEiVKpHqJiIgbrFsHTZrAY4/B3r0QGAgzZ8Kff1rbKd/Ayq7ISGs7oBYtrL0RW7Swrq/evze76kje5/IqsCJFitCzZ0+ioqLYtWsXXbp0YdasWVSvXp127dpluh1fX19CQ0NZtWpVqvJVq1bRtGlTp/c0adIkTf2VK1fSqFEjfHx8ALjrrrvYs2cPycnJjjq7du2iYsWK+Pr6Zjo+ERHJRTt2QMeOcM89sGED+PvDyJGwZw889xwUurGTmyIjrWlD1/5/9aNHrfLIyOyrI/nEjc64PnfunJk5c6YpXbq08fLycunezz77zPj4+Ji5c+eabdu2mf79+xt/f39z4MABY4wxQ4cONd27d3fU37dvnylatKgZMGCA2bZtm5k7d67x8fExixcvdtQ5dOiQKVasmOnbt6/ZuXOn+eqrr0z58uXNG2+8kem4tApMRCSXxMQY89xzxnh7Wyu7vL2t62PHstxkUpIxa9YY8+mn1p8JCcYEBVnNO3vZbNb72VEnONj6fHEPV36/s5wARUVFmR49ehh/f39TokQJ8/TTT5vo6GiX23n//fdN1apVja+vrwkJCTFr1651vNezZ09z7733pvnchg0bGl9fX1OtWjUzY8aMNG2uX7/eNG7c2Pj5+ZkaNWqYcePGmSQX/hupBEhEJIedO2fMqFHG+Pv/k0F06GDMtm031OySJWmTlLJl009acuK1Zk22PCHJAld+v23G/G8WcSYcPnyY+fPnM3/+fPbv30/Tpk3p3bs3jz32mGNlWEEQHx9PQEAAcXFxmg8kIpKdkpJg7lxreOvvv62yO++EyZOt4a8bkDI8lflftZzx6afQpYt7Y/BUrvx+Z3pQ9f7772fNmjWUK1eOHj168NRTT1G7du0bDlZERDyAMbB8OQwdas33Aevg0ogIK2u5wWMr7Hbo18/9yQ9AxYrujkAyI9MJUJEiRViyZAkPPPBAqhVWIiIiGdqwAQYNslZ4AZQtCyNGQJ8+kE2LU9atSzsxObNsNkg5LenoUedJVGbrBAVBs2ZZi0NyV6YToOXLl+dkHCIiUtDs3QuvvQaff25dFy4MAwfC4MEQEJCtHxUTk7X7Ujqe3nnH+jOlM+rqBMeVOlOn6iiy/MLlZfAiIiIZOnHCGo+qW9dKfmw265DS3butQ0uzOfmBzA87XXtqRlAQLF4MnTpZr8WL/+npyWodyR9cmgTtKTQJWkQkCy5etLpJJkyAlDMV27aFiROhQYMc/Wi73dqM8HrDU3v2wPr1Vo9RxYrWcNW1PTZ2uzWkdqN1JPe58vutBMgJJUAiIi6w22HBAmtez9GjVllICEyaBC1b5loYKavAwPnwlHpoCj5Xfr81BCYiIlljDHz7LTRsCE89ZSU/VarAxx/Dr7/mavIDGp4S12RqErQrE6Dbt2+f5WBERCSf+O03azLz6tXWdcmSMHw4vPiiNdk5m6Q31JReeadO1pFhGp6S68nUEJiXV+qOIpvNxtW3XX1Cu70AHImrITARkXQcOGAlOp98Yl37+lontg8bBqVLZ7lZZwnNl19ac6mvXt4eFGRtMrhwYdryd95RL4+ny/YhsOTkZMdr5cqV3H777XzzzTecPXuWuLg4VqxYQUhICN9++222fAEREcljTp+GV1+F2rX/SX66dYOdO61dnG8g+XF2unpgIDz8cNq9fY4csT5Oh5HKjXJ5EnT9+vWZOXMmd999d6rydevW8eyzz7J9+/ZsDdAd1AMkIvI/ly/DtGnW8vWzZ62y++6zspCQkBtuPjuPr0hZ6bV/v4a8PFWOToLeu3cvAU72cAgICODAgQOuNiciInlRcrLV01OnjrWL89mzUL8+fPMNfP99tiQ/2X18hTFw+PA/G06LZMTlBOiOO+6gf//+xFy17WZsbCyvvPIKd955Z7YGJyIibrB6NdxxBzzxBBw8aC2rmjcPtmyBNm1u+NyuFDdyfEVGsrortHiWTB+FkeLDDz/koYceomrVqlSpUgWAQ4cOUatWLZYtW5bd8YmISG75/XcYMsRa2g5QooQ1ufnll6Fo0Wz/uJxKVHQYqWSGywnQTTfdxO+//86qVavYsWMHxhjq1atHq1atUq0GExGRfOLIEWsTw3//2xpHKlQIXnjBWu117dkRLnC2sgv+Kfv772yK/390GKm4wuUECKxl72FhYdxzzz34+fkp8RERyY/i4qxjKt5+25rsDPDYY9aE55tuuqGmIyPTLmEvU8b689Spf8pS9vS5UTqMVFzl8hyg5ORkxo4dS+XKlSlWrBj79+8HYMSIEcydOzfbAxQRkWyWmAjvvgs1a0JEhJX83H03/PwzLFqUJvmx2yEqytp7JyrKur62LDHxn+sxY6yVXdfO7zl1KnXyk9K2MykJTUrSlCI42JqTHRSUuly7PYurXO4BeuONN/j3v//NpEmTeOaZZxzlDRo04O2336Z3797ZGqCIiGQTY6wsYdgw2LvXKqtTx+oFevBBR9Zx9dDV7t0wZ07O9+Rce39QkNWbk96uzhER2u1ZbozL+wDddNNNzJo1i5YtW1K8eHG2bt1KjRo12LFjB02aNOHMmTM5FWuu0T5AIlLgrFtndZ1s2GBdBwbC6NHQu7c15+d/nA1d5Za337bCUkIjWeXK77fLPUBHjx7lJidjw8nJyVy5csXV5kREJAfZ/9rBmeeGUvanLwEw/v4ceHQQG+95hXLVi9E0GdZH/dPbM2pU9u3L46rAQOuYC5Hc4HICdMstt7Bu3TqqVq2aqvyLL76gYcOG2RaYiIjcgNhY9vUcRZWVH1AWO0l4M4dneOPSSI7NrwDzrWrZNQk5O2j5uuQmlxOgkSNH0r17d44ePUpycjKRkZHs3LmTBQsW8NVXX+VEjCIiklnnz8Obb5I08U1qXL4AwDI6MJQJ7KQOJKeunheSHy1fF3dweRXYgw8+yKJFi1ixYgU2m43XX3+d7du385///If7778/J2IUEZHruXIFZs60VnCNHk2hyxf4mcY04wceYpmV/ORBWr4u7uJSD1BSUhLjxo3jqaeeYu3atTkVk4iIZJYxsHy5tYPzzp0AXKxUkx7HJrCEh4G8s0+bs9VjKau9tHxdcpvLq8CKFSvGn3/+SbVq1XIoJPfTKjARyRd+/tla2fXjjwBcLl6WNc1G8mT0s/x9xtetodlsVm42ejTcfLPznaC12kuyW46uAmvVqhVRUVH06tUrq/GJiIiLrt6bp2ribmp++BqBPywG4JKtCFPMACadG0z8ioAcjyUz+wBl1LPTvHlORieSOS4nQG3btmXYsGH8+eefhIaG4u/vn+r99u3bZ1twIiLyz948l4+c4HXG8Agz8SEJO17MpxevmzEco3KOfX5QEDzzTMY9OU2bwvr16tmR/MPlITAvr/TnTdtsNux5YUnBDdIQmIi4w9W9POXLW2VffQWzpl6kP1MZygRKcA6AFbRlCBP5kwbZGkN6Q1dKZiQ/yNEhsOTk5OtXEhERlzjbgdkLOz35N7sZQWWOAbCJEAYzif/SMkuf4+UFV/8z7srQlUhBkqXT4FNcvnyZwoULZ1csIiIeKTLSOjz0n/54Qxu+ZRKDacCfABygKq8xns94HOP6DiYO33wDvr4auhJxOQGy2+2MHz+emTNn8vfff7Nr1y5q1KjBiBEjqFatmg5DFRFxgd1u9fykJD8hbGISg2nJfwE4Q0neYDjv8yIJZP3/cKZsNtiyZdoER5OSxRO5/H8jxo0bx/z585k0aRK+vv8ss2zQoAEffPBBtgYnIlKQ2e3w3nvWsFc19vMx3dhEI1ryXy7jxyQGUYN9TOGVG05+QJsNilzN5QRowYIFzJ49m27duuF91f+Sbr31Vnbs2JGtwYmIFFSRkVCtGowZcJo3eYUd1KEbnwLwMd2ozU6GMImzlLrhzwoKgsWLNa9H5Go6DV5EJJs5W811/Pg/c24mTIDxIy/Tl2mEM45SnAXge1oymElsJuSGPt/ZsnX1/IikptPgRUSyQUrS8+WX8MkncOKE83retmQeN5+yk3CqcgiA32nAICazkjCycnSFEh4R1+k0eBGRTEqvZ2f3bpgzJ/USdmda8j2TzGBC2AzAYYIYzht8zBMkk7mMpX9/eOCBfz5bCY9I1ricAKWcBj9+/HjHafAhISE6DV5ECqTM9uxkpAG/M4nBtOE7AOIoQQTDeId+XKZIptoIDtb+PCLZyeWdoD2BdoIWEXC+OaErKnOEsYygJ//GC0MiPkznBd5gOKcom+G9b70Ft92mXh4RV+ToTtAiIp4g7eaEmVeCOIYwkQG8TREuA/A5jzKMCPZRM8N7U/br6ddPCY9ITspUAlSqVClstsxNzDt9+vQNBSQi4m6JidCnj+vJjw+J9GEmrzOGslhHpf9AMwYxmV9onOl2tF+PSM7LVAI0depUx99PnTrFG2+8QevWrWnSpAkA0dHRfPfdd4wYMSJHghQRyS2RkfDcc3DypCt3GR7lCyIYRk32AbCdOgxlAstpT2ZXdgUFwTvvaJ6PSK4wLurUqZN577330pS/9957pkOHDq42Z95//31TrVo14+fnZ0JCQswPP/yQYf2oqCgTEhJi/Pz8TPXq1c2MGTPSrbtw4UIDuBxXXFycAUxcXJxL94lI/rZkiTE2mzFW30/mXs1Ya37mTkdBDIHmGWYZb6641M7o0cYkJbn7CYjkb678frucAPn7+5vdu3enKd+1a5fx9/d3qa3PPvvM+Pj4mDlz5pht27aZfv36GX9/f3Pw4EGn9fft22eKFi1q+vXrZ7Zt22bmzJljfHx8zOLFi9PUPXDggKlcubJp1qyZEiARua6kJGOCgjKfsNRhm1lGe0fBOfzNCEYbf85leJ+3d+rr4GAr8RKRG+fK77fLR2GUKVOGpUuXpilftmwZZcqUcamtKVOm0Lt3b55++mnq1q3L1KlTCQ4OZsaMGU7rz5w5kypVqjB16lTq1q3L008/zVNPPcWbb76Zqp7dbqdbt26MHj2aGjVquBSTiHimdesyt9qrAjHM5Dn+pD4dWE4S3sygDzexh7G8zgWKAVCunLVnz/ffW69PP4U1a+DiRevPlOv9+zXkJeIOLq8CGz16NL179yYqKsoxB+jnn3/m22+/dekw1MTERDZt2sTQoUNTlYeFhbF+/Xqn90RHRxMWFpaqrHXr1sydO5crV67g4+MDwJgxYyhXrhy9e/dm3bp1rnw9ESnAMjqi4vDhjO8txjle5U1e5U38uQjAUjoyjAh2UoegIBidyd2Ydfq6iPu5nAD16tWLunXr8u677xIZGYkxhnr16vHTTz/RuHHmVzmcPHkSu91OYGBgqvLAwEBiY2Od3hMbG+u0flJSEidPnqRixYr89NNPzJ07ly1btmQ6loSEBBISEhzX8fHxmb5XRPKH6+3p45VOf3ghrtCbuYxiFBX4G4ADFf7FySGTKdHgbkZqnx6RfMmlBOjKlSs8++yzjBgxgk8++SRbArh2eb0xJsMl987qp5SfO3eOJ554gjlz5lC2bMabjF0tIiKC0aNHuxC1iORl1/b0rFsH1/ufeHLytSWGDnzJBIZSh50A7PO+ieBPJlDtsU5Uy+TWICKSN7mUAPn4+LB06dJsWe5etmxZvL290/T2HD9+PE0vT4oKFSo4rV+oUCHKlCnDX3/9xYEDB3jwwQcd7yf/71+1QoUKsXPnTmrWTLsJ2bBhwxg4cKDjOj4+nuDg4Cx/NxFxnxvdvRngX0QzmUHczU8AnKAsY3mdFp88R43OvtkUqYi4k8uToB966CGWLVt2wx/s6+tLaGgoq1atSlW+atUqmjZt6vSeJk2apKm/cuVKGjVqhI+PD3Xq1OGPP/5gy5Ytjlf79u1p0aIFW7ZsSTep8fPzo0SJEqleIpL/pOzenNXk5yZ28wWPEE1T7uYnLlKENwincZm9NF/yEg8p+REpMFyeA3TTTTcxduxY1q9fT2hoKP7+/qnef/nllzPd1sCBA+nevTuNGjWiSZMmzJ49m0OHDtGnTx/A6pk5evQoCxYsAKBPnz5MmzaNgQMH8swzzxAdHc3cuXNZuHAhAIULF6Z+/fqpPqNkyZIAacpFpGCx262en6wcXVGWE4xkNM8xCx+SsOPFfHrxOmM4RmU+1uaEIgWOywnQBx98QMmSJdm0aRObNm1K9Z7NZnMpAercuTOnTp1izJgxxMTEUL9+fVasWEHVqlUBiImJ4dChQ4761atXZ8WKFQwYMID333+fSpUq8e677/Lwww+7+jVEpIDJ7DL2qxXhIgN4myFMpATnAPiadgxlAn/SwFGvcuXsjFRE8gKdBu+EToMXyX8WLoSuXTNX1ws7Pfk3YxlBZY4BsIkQBjGZNdznqJdyMOn+/VrhJZIf5Mpp8CdPnsRms7m8+aGISE5I2dcnY4a2fMNEhtCAPwHYTzXCGcdnPI65alpkyiIvHUwqUjC5NAn67NmzvPjii5QtW5bAwEDKly9P2bJl6du3L2fPns2hEEVEMhYZCT17ZlwnhE18TytW8H804E9OU4qBvEUddrCQrnh5p/7nMCgIFi/W3B+RgirTPUCnT5+mSZMmHD16lG7dulG3bl2MMWzfvp358+ezevVq1q9fT6lSpXIyXhGRVFJWfqU3mF+N/bzBcLrxKQCX8eNdXiZ58DD+L6wUd/xvI8OmTWH9emvvIG1sKFLwZXoOUP/+/Vm9ejXff/99mn16YmNjCQsLo2XLlrz99ts5Emhu0hwgkfzBbodq1ZxPfi7FacIZR1+m4Uciydj4mCeYUXEsg6ZVVc+OSAHkyu93pofAli1bxptvvul0k8IKFSowadIkp4ekiojklKiotMmPH5d5lcnspSavMAU/Ejl4cytWjt9ElTUL+PGwkh8RcWEILCYmhltuuSXd9+vXr5/uGV4iItktMhKeeeafaxvJdOMTxhFOFayTTbdyK4OZRK/RrenSxU2BikielOkeoLJly3LgwIF039+/f79WhIlIrkiZ93P6tHXdilVsIpSP6EEVDnOYIHoynxB+YyWtqVjRvfGKSN6T6QSoTZs2hIeHk5iYmOa9hIQERowYQZs2bbI1OBGRa1294/OtbOVbWrOKMBqyhThKMIQJ1GIXC+iJsXkTHGxNaBYRuVqmh8BGjx5No0aNuPnmm3nxxRepU6cOANu2bWP69OkkJCTw0Ucf5VigIiJg7fjMkcPMYwQ9WIAXhkR8eJ8XGUc4pyibqr728RERZzKdAAUFBREdHc0LL7zAsGHDSFk8ZrPZuP/++5k2bZpOUBeRnHX2LOWnTGAX71CEywB8RmfCGcc+aqaqWqYMzJ6tfXxExLksHYVx5swZdu/eDViHo5YuXTrbA3MnLYMXyWMSE2HGDMzYsdhOnQJgLfcwiMn8yp1Ob/n+e2jZMjeDFBF3y/GjMEqVKsWddzr/R0dEJNsYA59/Dq+9Bvv2YQO2UZchTOQrHgBsaW5JOb+refPcDlZE8pMsnwUmIpKj1q6FQYPg118BiKECrzOGeTyJPZ1/unR+l4hklhIgEckT7HZrgvOFX7dx59KhlIv+DwBJRYox2TaYNy4O5CL+GbYRFGQlP5r3IyLXowRIRNwuMhLG9Y3huZiR9GYu3iSThDezeI4xl17nOGl3oL/W22/DSy+p50dEMkcJkIjkmJRenZQDRq8+cLR8eavOqshzFJ0+mR94C38uArCETrzGeHZRO9OfFRio5EdEMk8JkIjkiMhIa8PCq8/q8va2kiKAQlzhaT5gFKMI5DgA62nCICaznrtc/jzt9iwirlACJCLZym6HceNg5Ejn74GhI8uYwFBqswuAXdzMUCawlIdwtrIrIymrvrTbs4i4QgmQiGSbyEh4+WU4etT5+01Yz2QGcRfrAThOOcbwOrN4jiR8svy5WvUlIq5SAiQi2SLlgFJnW6vezC4iGMbDRAJwkSJMYSCTGMw5sr7ZaLlyMHOmVn2JiOuUAInIDUtMhD590iY/5TjO64zhOWbhQxJ2vJjHk4xkNMeofEOfWa6cNb/I1/eGmhERD5Xp0+BFRJyJjITKleHEiX/KinKB1xjHHm6iL+/jQxJf8X/cxlae4YMbSn5sNus1c6aSHxHJOvUAiUiWXTvs5YWdXsxnDK9TmWMAbCSUQUwmihbZ8pna7FBEsoMSIBHJErvdWuZuJT+GdqxgIkOoz18A7Kcaw4jgcx7DuNDZ3L8/PPCA9ffjx//ZL+j4cWupe7NmmvAsIjdOCZCIZMm6ddYcnFA2MplBtCAKgNOUYiwjmM4LJOKX6p6r9wG6VnCwenZEJPcoARKR63K2o/Omxfv5lNfowmcAXMaPd+jHBIZyllJp2hg9GoYOTbsTtHp2RMQdlACJSIau3dG5NKcYYRvHS2YavlwhGRsf0Z0RjOUwVdLcf+1S9ebNcy92EZH0KAESkXRdPcnZj8u8xHuEM46SJg6AVbRiMJPYQkOn92upuojkVUqARMSplL19MMl052PeYDhVOAzAVm5lEJNZRZjTe23/O81CS9VFJK/SPkAikkbK3j63nVjFb4SwgJ5U4TCHCaIn8wnht3STH7CWqi9erAnNIpJ3qQdIRFKJjIQxD2/lYwbTmpUAxFGC8bzGu7zMZYpkeP/w4TBqlCY0i0jepgRIxEM4W8mVsiIr5fqXJYdJ7DWc3/gILwyJ+DCdF3iD4ZyibKY+p2VLJT8ikvcpARLxANeu5ILUe/IEcJbXbBN42UzlbhIAWMjjhDOO/dTI1GfYbNbQV7Nm2R29iEj2UwIkUsCld0q73Q6+JPA8MxjBWMqY0wBEcS+DmMxG7sj0Z6RMep46Vb0/IpI/aBK0SAGW+riKqxkeYxHbqctUBlCG02yjLg+ynBasuW7y43XNvxya9Cwi+Y16gEQKsJTjKq52L1FMYjB38isAMVTgdcYwjyexZ+KfhHLl4OBB2LDhn/lD2sVZRPIbJUAiBVhMzD9/r8dfTGAoD/IVAOcoxiQGM4WBXMT/um1dvbdPkSLa0VlE8jclQCJ5zLWrtVImFV+vzNmqrr//hoocYzQjeYoP8SaZJLyZxXOM4XWOE5jpuIKCdFipiBQcSoBE8hBnq7XKlLH+PHUq47JrT1oP8DrHwOTJ7OYt/LkIwBI68Rrj2UXtTMdUujR8/rnV46NhLhEpKJQAieQR6a3WujrJyagsJfkpxBWeYQ6jkkdRnhMArKcJr/Im0TTNdDwpQ15z5lh7+4iIFCRaBSaSB6S/WssVho4s5U/qM50XKc8JdnEzD7OYu/gpTfJzbW/Otdda2SUiBZl6gERugLP5OilDUa7M41m9Ou1qLVc0YT2TGcRdrAfgOOUYxSjm8AxJ+KSp//bb8MILaecMXX2tlV0iUqAZN3v//fdNtWrVjJ+fnwkJCTE//PBDhvWjoqJMSEiI8fPzM9WrVzczZsxI9f7s2bPN3XffbUqWLGlKlixpWrZsaTZs2OBSTHFxcQYwcXFxLn8f8RxLlhgTFGSM1W9jvYKCjBk0KG15mTLW63plrr5uZqdZTCdHwQWKmDEMN8WJy/C+Tz9199MTEcl+rvx+u3UIbNGiRfTv35/w8HA2b95Ms2bNaNu2LYcOHXJaf//+/bRr145mzZqxefNmXnvtNV5++WWWLFniqBMVFUWXLl1Ys2YN0dHRVKlShbCwMI4ePZpbX0s8QMp8nWt7bY4cgcmT05afOpV23o6zsswqz99M40X+4hYeJhI7XszhaW5iD68zlnOUyPD+ihWz9rkiIgWFzZgbm3VwIxo3bkxISAgzZsxwlNWtW5eOHTsSERGRpv6QIUNYvnw527dvd5T16dOHrVu3Eh0d7fQz7HY7pUqVYtq0afTo0SNTccXHxxMQEEBcXBwlSmT8QyKex26HatVubMgqq4pygYFMYTCTKM55AL7i/xjCRLZxy3XvTzmva/9+DW+JSMHjyu+323qAEhMT2bRpE2FhYanKw8LCWL9+vdN7oqOj09Rv3bo1Gzdu5MqVK07vuXjxIleuXKF06dLpxpKQkEB8fHyql0h6nO2unNO8SaI3H7CbmxnL6xTnPL/SiOas4UG+ynTyAzqvS0QE3JgAnTx5ErvdTmBg6o3YAgMDiY2NdXpPbGys0/pJSUmcPHnS6T1Dhw6lcuXKtGrVKt1YIiIiCAgIcLyCg4Nd/DbiSa7eXTnnGR4v/jV/eN/OBzxDJWLYR3WeKbaQdqU3sJbmjppa1SUiknluXwVmS/m/pf9jjElTdr36zsoBJk2axMKFC4mKiqJw4cLptjls2DAGDhzouI6Pj1cSJOnKrfkzM576lcc3DaLk1rUAXClRmj/aD+dc9xeY2dKPmVx/J2it6hIRcc5tCVDZsmXx9vZO09tz/PjxNL08KSpUqOC0fqFChSiTsjXu/7z55puMHz+e77//nltvvTXDWPz8/PDz88vCtxBPcfWy9vLlrd6Uo0dvdN8e52qwj7eLvEb7DxdZBX5+0L8/PkOHElKyZKq6157Hdb1rERGxuG0IzNfXl9DQUFatWpWqfNWqVTRt6ny32iZNmqSpv3LlSho1aoSPzz97nUyePJmxY8fy7bff0qhRo+wPXjxKZKQ16blFC+jaFVq1gkuXrOQng85Kl5XmFG8zgO3Uof2lRVbjPXvCrl0wYQJck/yIiMgNyOEl+Rn67LPPjI+Pj5k7d67Ztm2b6d+/v/H39zcHDhwwxhgzdOhQ0717d0f9ffv2maJFi5oBAwaYbdu2mblz5xofHx+zePFiR52JEycaX19fs3jxYhMTE+N4nTt3LtNxaR8gSbFkiTE2W9p9dFLKrt3HJzjY9X2ACnPRDGKiOUPAP2+GhRmzebO7v76ISL7iyu93ntgIsWrVqsbX19eEhISYtWvXOt7r2bOnuffee1PVj4qKMg0bNjS+vr6mWrVqaTZCrFq1qgHSvEaOHJnpmJQAiTHGJCWlTWSuTYKCgoz5/ntrY8E1a6x7Uu5dsyZ1eZqyhCRjn/dvc6l8sKPR5NtuM+a779z1lUVE8jVXfr/dug9QXqV9gAQgKsoa9rqeNWuyMNdm5UoYPBi2brWug4PhjTegWzfNVBYRySJXfr/dvgpMJK/K7HJ3l5bFb9kCQ4ZYCRBAQAC89hq89BIUKeJqiCIikkVKgETSkdnl7pmqd+gQjBgBH31kDXb5+EDfvhAeDtesYBQRkZynBEgkHc2aZbzcPeVYiZRT3Z06exYiIuCddyAhwSrr3BnGj4caNXIibBERyQS3HoYqkpfY7da8n4ULrT/Bylsg7XL36x4rkZBgvVmzJkyaZF3fey/88gt89pmSHxERN1MCJELavX5atLCuwTo+onLl1PXTPVYiOdlKcOrWhQED4PRpqFcPvvrKmi19xx258G1EROR6NAQmHi8yEh55JO0w19GjVvnixXDgQOpjJ5weKxEVBYMGwcaN1nXFijB6NDz5JBTS/9RERPISLYN3QsvgPYfdbvX0pHe6e8o8n/37M1id/tdf1squr7+2rosVs64HDAB//5wIW0REnHDl91tDYOLR1q1LP/kBq1fo8GGrXhpHj8LTT8Ott1rJT6FC8OKLsHcvDB+u5EdEJA9Tv7x4jKsPNE0ZxsrSXj/x8dbE5ilTrEPBAB56yDqvq1atbI9bRESynxIg8QiRkdCvX+renqAgeOaZzN1fsSJw5QrMnm3N6zlxwnqjaVOYPNn6U0RE8g0lQFLgZTTJeeRIax/C06cz2OunsqHZiUi4ZRjs3m29UauW1ePTsWP2HgkvIiK5QgmQFGh2u9Xz4yy5MSZ17mKzpa5ns0FT8xNf+g/C+7Foq7B8eRg1ypr74+OTo7GLiEjO0SRoKdAyM8n51Ckrp7l6r59a7OTrwp34kbspszMaiha1jrLYsweef17Jj4hIPqceICnQMjvJ+eabrb1+fv7yb8rPGM1N/52N7ZIdvLygd28rQ6pUKSdDFRGRXKQESAq0zB5oWrnkBbzHT+GuSZPg/Hmr8MEHrXk+9erlXIAiIuIWSoCkQLvegaaFSGJgqXk0e+p1iI21Chs1slZ2NW+eq7GKiEju0RwgKdC8vdM70NTwIP9hK7cy8cyz2GJjoXp16xyvX35R8iMiUsApAZICr1On1AeaNuJX1tCC5bSnHtuhdGnr5Pbt26FzZy1rFxHxABoCE4/QqRN0qL+XU33CKb9mEQDGzw9b//4wdCiULOnW+EREJHcpAZKC7+RJeOMNvKdPp/yVK1YPT48e2MaMgSpV3B2diIi4gRIgKbguXbImAEVEWOd3AbRuDRMnwm23uTc2ERFxKyVAUmCkHHYae9TObX98TJ1PhmNL2QXx9tutA0zvv9+tMYqISN6gBEgKhJTDTusd+Y5JDKYuvwNwsWwwRaeMg27drE0NRURE0CowKQAiI+GNhzcz90gY39GG2/idswQwmEmUObmLSP/uSn5ERCQV/SpIvmbfd5Dk7j3YSChhrCIBX6YwgJrsZTKDSLAVpn9/a3hMREQkhRIgyZ/OnIHBg7HVqc0jFz/CC8OndKEOO3iFKZymDGDt/nz4sDU3SEREJIXmAEn+kpAA778Pb7wBZ87gBayhOYOYzCYapXtbZg9FFRERz6AeIMkfkpNh4UKoUwdeecXqAbrlFn6P+Jr7+G+GyQ9k/lBUERHxDEqAJO9bswbuvBO6doUDB6BSJfjgA9i6lVsGtSMoyJbu6RU2GwQHW4eiioiIpFACJHnXn3/CAw/AfffBpk1QrJg19LVrF/TuDd7eGRx2+s/11KnWoagiIiIplABJ3nP0KDz9tLVb89dfQ6FC0Lcv7N0L4eHg75+q+rWHnaYICrLKO3XKxdhFRCRf0CRoyTvi463dmqdMsY6xAHj4Yesoi5tvzvDWTp2gQwdrtVdMjDXnp1kz9fyIiIhzSoDE/RITYfZsGD3aOrgU4K67YPJkaNIk0814e0Pz5jkTooiIFCxKgMR9jIElS2DYMNizxyqrVcs6rLRDh7STekRERLKJEiBxjx9/hEGD4Oefrevy5a0eoN69wcfHvbGJiEiBpwRIcteOHVaPz7Jl1nXRovDqq9areHG3hiYiIp5DCZDkjthYq4dnzhzrYC4vL2ul16hR2qVQRERynRIgyVnnz1uruiZNggsXrLL27a2VXfXquTc2ERHxWEqAJGckJcGHH8LIkVbvD8Add1gru+69172xiYiIx1MCJNnLGPjPf2DIEGu+D0CNGlaPz6OPamWXiIjkCUqAcpHd7v6N+rI7hqvbq3VmAyELB2H7cZ31Zpky8Prr0KcP+PpmOY688NxERKSAMW72/vvvm2rVqhk/Pz8TEhJifvjhhwzrR0VFmZCQEOPn52eqV69uZsyYkabO4sWLTd26dY2vr6+pW7euiYyMdCmmuLg4A5i4uDiX7svIkiXGBAUZY3WRWK+gIKs8t2R3DCnt1WCPWcSjjkaTfAsbM3SoMWfO3HAceeG5iYhI/uDK77dbE6DPPvvM+Pj4mDlz5pht27aZfv36GX9/f3Pw4EGn9fft22eKFi1q+vXrZ7Zt22bmzJljfHx8zOLFix111q9fb7y9vc348ePN9u3bzfjx402hQoXMzz//nOm4sjsBWrLEGJst9Y84WGU2W+78mGd3DEuWGFOWE2YqL5sEfIwBY8dmPqSXCeZQuu25EkdeeG4iIpJ/uPL7bTPGGHf1PjVu3JiQkBBmzJjhKKtbty4dO3YkIiIiTf0hQ4awfPlytm/f7ijr06cPW7duJTo6GoDOnTsTHx/PN99846jTpk0bSpUqxcKFCzMVV3x8PAEBAcTFxVGiRImsfj3AGr6pVg2OHHH+vs1mHdq5f3/ODetkdwz285eYXHkqz8dPIIB4AL4jjMFM4nduS7c9V+IA9z83ERHJX1z5/XbbafCJiYls2rSJsLCwVOVhYWGsX7/e6T3R0dFp6rdu3ZqNGzdy5cqVDOuk1yZAQkIC8fHxqV7ZZd269H/EwerTOHzYqpdTsi0Gux3mz+dKjVoMjX+NAOLZzO20YhVt+I7fuS3D9lyJIy88NxERKbjclgCdPHkSu91OYGBgqvLAwEBiU5ZNXyM2NtZp/aSkJE7+7xDN9Oqk1yZAREQEAQEBjldwcHBWvpJTMTHZW88tMRgD334LDRvCk09S+MQRDlKFJ/iIUDaxmlaZas+VOPLCcxMRkYLLbQlQCts1y6KNMWnKrlf/2nJX2xw2bBhxcXGO1+HDhzMd//VkdpPjnNwM+YZi+O03uP9+aNsW/vgDSpZkb5/J1GYnn/AEJoP/Cl3bnitx5IXnJiIiBZfbEqCyZcvi7e2dpmfm+PHjaXpwUlSoUMFp/UKFClGmTJkM66TXJoCfnx8lSpRI9couzZpZc1XSy79sNggOturllCzFcPAgPPEEhIbC6tXWMvaBA2HPHqpNe5VyQYVd/k6uxJEXnpuIiBRcbkuAfH19CQ0NZdWqVanKV61aRdOmTZ3e06RJkzT1V65cSaNGjfD53wni6dVJr82c5u0N77xj/f3aH/OU66lTc3Yir0sxnDljndJeqxZ88on1Zteu1qaGb70FZcpk+Tu5cl9eeG4iIlKA5eyCtIylLIOfO3eu2bZtm+nfv7/x9/c3Bw4cMMYYM3ToUNO9e3dH/ZRl8AMGDDDbtm0zc+fOTbMM/qeffjLe3t5mwoQJZvv27WbChAluXwZvjPP9bIKD3b8PkCOGS5eMefNNY0qV+ufNFi2M2bgx27+TK/flhecmIiL5Q77ZB8gYayPEqlWrGl9fXxMSEmLWrl3reK9nz57m3nvvTVU/KirKNGzY0Pj6+ppq1ao53Qjxiy++MLVr1zY+Pj6mTp06ZomLv5Y5kQAZY0xSkjFr1hjz6afWn0lJ2dp81mJItBvz8cfGVK36T4Zxyy3GfP21McnJrreXye/kyn154bmJiEjel2/2AcqrsnMfoDztv/+1hrt++826rlQJxo6Fnj01tiQiIvmOK7/fOgvME/3xh3VYacpmkcWLw9Ch0L8/FC3q1tBERERygxIgT3LkiHU46fz51mBXoULWQaWvvw7lyrk7OhERkVyjBMgTxMXBpEnw9ttw6ZJV9vDDEBEBN9/s3thERETcQAlQQZaYCLNmwZgx8L+dsrnrLnjzTfjXv9wbm4iIiBspASqIjIHFi2HYMNi71yqrXRsmToT27dPfXVBERMRDKAEqaNats1Z2bdhgXZcvD6NHw9NPW3N+RERERAlQgbFjh7WS68svreuiRa1E6JVXrFVeIiIi4qAEKL+LjbV6eObMAbsdvLys3p5Ro3RSqIiISDqUAOVX589bZ3NNngwXLlhl7dvDhAlQt657YxMREcnjlADlN0lJMHcujBwJf/9tld15p5UI3XOPe2MTERHJJ5QA5RfGwPLl1jyfHTusspo1rb18HnlEK7tERERcoAQoP9iwwZrQvG6ddV2mjNUD9Nxz4Ovr3thERETyISVAedmePfDaa/DFF9Z14cIwYIB1jldAgHtjExERyceUAOVFJ07AG2/AjBlw5Yo1vNWrl7Wjc1CQu6MTERHJ95QA5SUXL8I771grueLjrbI2bawdnG+91b2xiYiIFCBKgPICux0WLIARI+DoUausYUPrANNWrdwbm4iISAGkBMidjIHvvoPBg+GPP6yyKlVg/Hjo0sXa1FBERESynRIgd/ntNyvxWb3aui5ZEoYPhxdftCY7i4iISI5RApTbDhywEp1PPrGufX3hpZes1V6lS7s1NBEREU+hBCg3LVkCXbtCYqJ13a2btdqrWjW3hiUiIuJplADlpqZNoVAhuPtua4JzaKi7IxIREfFISoByU8WK8PvvUKOGjq4QERFxIyVAua1mTXdHICIi4vG0zlpEREQ8jhIgERER8ThKgERERMTjKAESERERj6MESERERDyOEiARERHxOEqARERExOMoARIRERGPowRIREREPI4SIBEREfE4SoBERETE4ygBEhEREY+jBEhEREQ8jk6Dd8IYA0B8fLybIxEREZHMSvndTvkdz4gSICfOnTsHQHBwsJsjEREREVedO3eOgICADOvYTGbSJA+TnJzMsWPHKF68ODabzd3h5Ij4+HiCg4M5fPgwJUqUcHc4HkfP33307N1Lz9+9CvrzN8Zw7tw5KlWqhJdXxrN81APkhJeXF0FBQe4OI1eUKFGiQP6PIL/Q83cfPXv30vN3r4L8/K/X85NCk6BFRETE4ygBEhEREY+jBMhD+fn5MXLkSPz8/NwdikfS83cfPXv30vN3Lz3/f2gStIiIiHgc9QCJiIiIx1ECJCIiIh5HCZCIiIh4HCVAIiIi4nGUAHm4AwcO0Lt3b6pXr06RIkWoWbMmI0eOJDEx0d2heYxx48bRtGlTihYtSsmSJd0dToE3ffp0qlevTuHChQkNDWXdunXuDskj/PDDDzz44INUqlQJm83GsmXL3B2Sx4iIiOCOO+6gePHilC9fno4dO7Jz5053h+V2SoA83I4dO0hOTmbWrFn89ddfvP3228ycOZPXXnvN3aF5jMTERB599FGef/55d4dS4C1atIj+/fsTHh7O5s2badasGW3btuXQoUPuDq3Au3DhArfddhvTpk1zdygeZ+3atbz44ov8/PPPrFq1iqSkJMLCwrhw4YK7Q3MrLYOXNCZPnsyMGTPYt2+fu0PxKPPnz6d///6cPXvW3aEUWI0bNyYkJIQZM2Y4yurWrUvHjh2JiIhwY2SexWazsXTpUjp27OjuUDzSiRMnKF++PGvXruWee+5xdzhuox4gSSMuLo7SpUu7OwyRbJWYmMimTZsICwtLVR4WFsb69evdFJVI7ouLiwPw+H/nlQBJKnv37uW9996jT58+7g5FJFudPHkSu91OYGBgqvLAwEBiY2PdFJVI7jLGMHDgQO6++27q16/v7nDcSglQATVq1ChsNluGr40bN6a659ixY7Rp04ZHH32Up59+2k2RFwxZef6SO2w2W6prY0yaMpGCqm/fvvz+++8sXLjQ3aG4XSF3ByA5o2/fvjz++OMZ1qlWrZrj78eOHaNFixY0adKE2bNn53B0BZ+rz19yXtmyZfH29k7T23P8+PE0vUIiBdFLL73E8uXL+eGHHwgKCnJ3OG6nBKiAKlu2LGXLls1U3aNHj9KiRQtCQ0OZN28eXl7qGLxRrjx/yR2+vr6EhoayatUqHnroIUf5qlWr6NChgxsjE8lZxhheeuklli5dSlRUFNWrV3d3SHmCEiAPd+zYMZo3b06VKlV48803OXHihOO9ChUquDEyz3Ho0CFOnz7NoUOHsNvtbNmyBYCbbrqJYsWKuTe4AmbgwIF0796dRo0aOXo7Dx06pDlvueD8+fPs2bPHcb1//362bNlC6dKlqVKlihsjK/hefPFFPv30U7788kuKFy/u6AUNCAigSJEibo7OfbQM3sPNnz+fJ5980ul7+q9G7ujVqxf//ve/05SvWbOG5s2b535ABdz06dOZNGkSMTEx1K9fn7ffftujlwLnlqioKFq0aJGmvGfPnsyfPz/3A/Ig6c1xmzdvHr169crdYPIQJUAiIiLicTTZQ0RERDyOEiARERHxOEqARERExOMoARIRERGPowRIREREPI4SIBEREfE4SoBERETE4ygBEvFABw4cwGazOXadzi+qVavG1KlTs6295s2b079//2xrzx1sNhvLli0D8u9/riLuoARIpIC53in0+WHn1/nz51OyZMk05b/++ivPPvts7geUB4waNYrbb789TXlMTAxt27bN/YBE8jmdBSZSwMTExDj+vmjRIl5//XV27tzpKCtSpAhnzpxxR2jY7XZsNluWD9wtV65cNkeU/+nMPpGsUQ+QSAFToUIFxysgIACbzZamLMW+ffto0aIFRYsW5bbbbiM6OjpVW+vXr+eee+6hSJEiBAcH8/LLL3PhwgXH+2fOnKFHjx6UKlWKokWL0rZtW3bv3u14P6Un56uvvqJevXr4+flx8OBBEhMTGTx4MJUrV8bf35/GjRsTFRUFWGdGPfnkk8TFxTl6rUaNGgWkHQI7e/Yszz77LIGBgRQuXJj69evz1VdfAXDq1Cm6dOlCUFAQRYsWpUGDBixcuNDl5zlhwgQCAwMpXrw4vXv3ZujQoal6YpwNo3Xs2DFVT9vHH39Mo0aNKF68OBUqVKBr164cP37c8X5UVBQ2m43Vq1fTqFEjihYtStOmTR2J6/z58xk9ejRbt251PJOU87OuHgJzZtu2bbRr145ixYoRGBhI9+7dOXnypOP9xYsX06BBA4oUKUKZMmVo1apVqv+MRQoqJUAiHiw8PJxXX32VLVu2UKtWLbp06UJSUhIAf/zxB61bt6ZTp078/vvvLFq0iB9//JG+ffs67u/VqxcbN25k+fLlREdHY4yhXbt2XLlyxVHn4sWLRERE8MEHH/DXX39Rvnx5nnzySX766Sc+++wzfv/9dx599FHatGnD7t27adq0KVOnTqVEiRLExMQQExPDq6++mib25ORk2rZty/r16/n444/Ztm0bEyZMwNvbG4DLly8TGhrKV199xZ9//smzzz5L9+7d2bBhQ6afz+eff87IkSMZN24cGzdupGLFikyfPt3l55yYmMjYsWPZunUry5YtY//+/U6HIsPDw3nrrbfYuHEjhQoV4qmnngKgc+fOvPLKK9xyyy2OZ9K5c+frfm5MTAz33nsvt99+Oxs3buTbb7/l77//5rHHHnO836VLF5566im2b99OVFQUnTp10kHI4hmMiBRY8+bNMwEBAWnK9+/fbwDzwQcfOMr++usvA5jt27cbY4zp3r27efbZZ1Pdt27dOuPl5WUuXbpkdu3aZQDz008/Od4/efKkKVKkiPn8888dnw+YLVu2OOrs2bPH2Gw2c/To0VRtt2zZ0gwbNizDuKtWrWrefvttY4wx3333nfHy8jI7d+7M9PNo166deeWVVxzX9957r+nXr1+69Zs0aWL69OmTqqxx48bmtttuy7CNDh06mJ49e6bb7i+//GIAc+7cOWOMMWvWrDGA+f777x11vv76awOYS5cuGWOMGTlyZKrPTQGYpUuXGmP++c918+bNxhhjRowYYcLCwlLVP3z4sAHMzp07zaZNmwxgDhw4kG6sIgWVeoBEPNitt97q+HvFihUBHEMzmzZtYv78+RQrVszxat26NcnJyezfv5/t27dTqFAhGjdu7GijTJky1K5dm+3btzvKfH19U33Ob7/9hjGGWrVqpWp77dq17N27N9Oxb9myhaCgIGrVquX0fbvdzrhx47j11lspU6YMxYoVY+XKlRw6dCjTn7F9+3aaNGmSquza68zYvHkzHTp0oGrVqhQvXpzmzZsDpIklo/88smLTpk2sWbMm1XOuU6cOAHv37uW2226jZcuWNGjQgEcffZQ5c+a4bX6YSG7TJGgRD+bj4+P4u81mA6yhpZQ/n3vuOV5++eU091WpUoVdu3Y5bdMY42gLrEnXV18nJyfj7e3Npk2bHMNVKYoVK5bp2IsUKZLh+2+99RZvv/02U6dOpUGDBvj7+9O/f38SExMz/RmZ4eXllWbI6OohwAsXLhAWFkZYWBgff/wx5cqV49ChQ7Ru3TpNLBn955EVycnJPPjgg0ycODHNexUrVsTb25tVq1axfv16Vq5cyXvvvUd4eDgbNmygevXqWf5ckfxACZCIOBUSEsJff/3FTTfd5PT9evXqkZSUxIYNG2jatClgTTzetWsXdevWTbfdhg0bYrfbOX78OM2aNXNax9fXF7vdnmF8t956K0eOHGHXrl1Oe4HWrVtHhw4deOKJJwArGdi9e3eGsV2rbt26/Pzzz/To0cNR9vPPP6eqU65cuVQr7+x2O3/++SctWrQAYMeOHZw8eZIJEyYQHBwMwMaNGzMdQ4rMPJNrhYSEsGTJEqpVq0ahQs7/ubfZbNx1113cddddvP7661StWpWlS5cycOBAl2MUyU80BCYiTg0ZMoTo6GhefPFFtmzZwu7du1m+fDkvvfQSADfffDMdOnTgmWee4ccff2Tr1q088cQTVK5cmQ4dOqTbbq1atejWrRs9evQgMjKS/fv38+uvvzJx4kRWrFgBWKu9zp8/z+rVqzl58iQXL15M0869997LPffcw8MPP8yqVavYv38/33zzDd9++y0AN910k6N3Y/v27Tz33HPExsa69Az69evHhx9+yIcffsiuXbsYOXIkf/31V6o69913H19//TVff/01O3bs4IUXXuDs2bOO96tUqYKvry/vvfce+/btY/ny5YwdO9alOFKeyf79+9myZQsnT54kISHhuve8+OKLnD59mi5duvDLL7+wb98+Vq5cyVNPPYXdbmfDhg2MHz+ejRs3cujQISIjIzlx4oRLSaJIfqUESEScuvXWW1m7di27d++mWbNmNGzYkBEjRjjmpgDMmzeP0NBQHnjgAZo0aYIxhhUrVqQaynFm3rx59OjRg1deeYXatWvTvn17NmzY4Oghadq0KX369KFz586UK1eOSZMmOW1nyZIl3HHHHXTp0oV69eoxePBgRy/JiBEjCAkJoXXr1jRv3pwKFSrQsWNHl55B586def311xkyZAihoaEcPHiQ559/PlWdp556ip49e9KjRw/uvfdeqlev7uj9AauHaP78+XzxxRfUq1ePCRMm8Oabb7oUB8DDDz9MmzZtaNGiBeXKlcvUkv5KlSrx008/Ybfbad26NfXr16dfv34EBATg5eVFiRIl+OGHH2jXrh21atVi+PDhvPXWW9pYUTyCzVw7eC0iIukaNWoUy5Yt03ETIvmceoBERETE4ygBEhEREY+jITARERHxOOoBEhEREY+jBEhEREQ8jhIgERER8ThKgERERMTjKAESERERj6MESERERDyOEiARERHxOEqARERExOMoARIRERGP8/+Lwgp0NY9PtAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 6 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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CkIiIiDgdBSARERFxOgpAIiIi4nQUgERERMTpKACJiIiI01EAEhEREaejACQiIiJORwFIREREnI4CkIiIiDgdBSARERFxOgpAIiIi4nQUgERERMTpKACJiIiI01EAEhEREaejACQiIiJOx83RDRAREZHCZbXCli0QFwe+vhAUBK6ujm5V4VIAEhERcSIRETB4MBw//m+Znx+89RZ07eq4dhU2PQITERFxEhER0L17xvADEBtrlkdEOKZdjqAAJCIi4gSsVrPnxzAyv5deFhxs1nMGCkAiIiJOYMuWzD0/VzMMOHbMrOcMFIBEREScQFxc/tYr7hSAREREnICvb/7WK+4UgERERJxAUJA528tiyfp9iwX8/c16zkABSERExAm4uppT3SFzCEo/njXLedYDUgASERFxEl27wsqVUL16xnI/P7PcmdYB0kKIIiIiTqRrV+jcWStBKwCJiIg4GVdXaNnS0a1wLD0CExEREaejACQiIiJORwFIREREnI4CkIiIiDgdBSARERFxOgpAIiIi4nQUgERERKRwxcU5fNdVBSAREREpHOfPQ1gY1KsHI0Y4tClaCFFERMQBrFb7V2POyzlFwpUrMG8ejBsHf/9tlv35JyQng6enQ5qkHiAREZFCFhEBtWpBq1bw5JPmr7VqmeX5eY7DGQasWQNNmsCLL5rhp149+Owz2LrVYeEHFIBEREQKVUQEdO8Ox49nLI+NNcuzCjR5OcfhoqLMLqpHH4WDB6FyZXjnHdi712z0tVvSFzKLYRiGQ1tQBCUlJVGhQgUSExMpX768o5sjIiIlhNVq9tpcG2TSWSzmzuzR0f8+2srLOQ516BCMGgWrVpnHpUrB0KEwfDgU8M9Ue35+qwdIRESkkGzZkn2QAfOJ0bFjZr0bOcchTp6El1+GRo3M8OPiAs8+awai118v8PBjL4cHoNmzZ1O7dm28vLwIDAxky3X+BDdv3kxgYCBeXl7UqVOHuXPnZqoza9YsGjRoQKlSpfD392fIkCFcvny5oD6CiIhIruR25vfV9fJyTqG6eBEmTTLH9rz3HqSmQseOsHs3fPQRVK/uoIblzKEBaMWKFQQHBxMSEsKuXbsICgqiQ4cOxMTEZFk/Ojqajh07EhQUxK5duxg9ejSDBg1iVXo3G7BkyRJGjhxJWFgY+/fvZ968eaxYsYJRo0YV1scSERHJkq+v/fXyck6hsFrNmV233AJjxphT3AMDYcMG+Oorc+BzEebQMUDNmjUjICCAOXPm2MoaNmxIly5dCA8Pz1R/xIgRrF27lv3799vKBgwYwJ49e4iKigLg5ZdfZv/+/WzYsMFW59VXX+Wnn366bu9SOo0BEhGRgpA+nic21nx0da2cxgDZc06BMgxYt85cx2fvXrOsVi2YPBl69DAffTlIsRgDlJKSws6dO2nbtm2G8rZt27Jt27Ysz4mKispUv127duzYsYMrV64AcN9997Fz505++uknAP766y/WrVvH//3f/2XbluTkZJKSkjK8RERE8purK7z1lvn7aydBpR/PmpUxyOTlnAKzYwc8+CA8/LAZfipWhDffhAMHoGdPh4YfezmspQkJCVitVnx8fDKU+/j4EB8fn+U58fHxWdZPTU0lISEBgCeeeIKJEydy33334e7uTt26dWnVqhUjR47Mti3h4eFUqFDB9vL397/BTyciIpK1rl1h5crMQ2P8/Mzyrl3z55x8FR1tLj70n//Apk3m+j3Dh8PhwzBkiEPX88krh68EbbkmzhqGkansevWvLt+0aROTJk1i9uzZNGvWjD///JPBgwfj6+tLaGholtccNWoUQ4cOtR0nJSUpBImISIHp2hU6d7ZvVee8nHPDTp82Bzi/+665mrPFAr17w8SJUKNGAd644DksAFWuXBlXV9dMvT0nT57M1MuTrmrVqlnWd3Nzo1KlSgCEhobSu3dvnnvuOQCaNGnCP//8Q//+/QkJCcEli+45T09PPIthehURkeLL1RVatiz4c/Lk0iVz0cLJkyEx0Sxr0wamTYM77yyEBhQ8hz0C8/DwIDAwkMjIyAzlkZGRtGjRIstzmjdvnqn++vXradq0Ke7u7gBcvHgxU8hxdXXFMAy05qOIiEgO0tJg0SJo0MAc5JyYCLffDt9+C+vXl5jwAw6eBj906FA++ugj5s+fz/79+xkyZAgxMTEMGDAAMB9N9enTx1Z/wIABHD16lKFDh7J//37mz5/PvHnzGDZsmK3OI488wpw5c1i+fDnR0dFERkYSGhpKp06dcC0SS2SKiIgUQZGREBAAffuaKyv6+8PHH8Mvv8A1E5BKAoeOAerRowenT59mwoQJxMXF0bhxY9atW0fNmjUBiIuLy7AmUO3atVm3bh1Dhgzhvffeo1q1arz99tt069bNVmfMmDFYLBbGjBlDbGws3t7ePPLII0yaNKnQP5+IiEiRt3u32duzfr15XKECjB4Nr7xibmNRQmkvsCxoHSARESnxYmIgNBQ++cRc28fd3dzKIiQE/jeutrix5+e3w2eBiYiISCE6dw7Cw83FhZKTzbInnjBne9Wp49CmFSYFIBEREWeQnAyzZ5sbk545Y5Y98ABMn26u7+NkFIBERERKsrQ0WLHCHNdz5IhZ1qiROaW9Y8fMy0s7CQUgERGRkmrjRnjtNdi50zz29TUXMezbF9ycOwI496cXEREpiX7/HUaONHdlByhXzpzpFRwMZco4tGlFhQKQiIhISREbC2FhsGCB+ejLzQ0GDDBne1Wp4ujWFSkKQCIiIsVdUpI5pufNN81tLAC6dze3srjlFse2rYhSABIRESmuUlLggw9g/HhISDDL7r3XnNnVvLlj21bEKQCJiIgUN4YBq1bBqFHw559mWf36MHWquWW8k87ssocCkIiISHHyww8wbBhs324eV6li9gA9+6y5mrPkigKQiIhIcXDggDmz6/PPzePSpc0p7q++as7yErsoAImIiBRl8fFmD8+HH4LVCq6uZm/PuHHmuj6SJwpAIiIiRdGFC/DGG+aA5n/+Mcs6dzb38WrY0LFtKwEUgERERIqS1FSYN89cz+fvv82yu+82g9D99zu2bSWIApCIiEhRYBiwdq05zufAAbOsbl2zx6d7d83symcKQCIiIo62fbs5oHnLFvO4cmUYOxZeeAE8PBzbthJKAUhERMRR/vzT3KX9s8/MYy8vGDoUhg+HChUc27YSTgFIREQkH1mtZkdOXJw5SSsoyJy4lcGpU+au7HPmmGN+LBbo1w8mTAA/P0c02+koAImIiOSTiAgYPBiOH/+3zM8P3noLunYFLl6EWbNgyhQ4f96s0L69uY9XkyaOaLLTUgASERHJBxER5lhlw8hYHhsLj3ezsv2ljwlcEwonTphvBASYweehhwq/sYKLoxsgIiJS3FmtZs/PteEHDNob69jFnQTOftYMPzVrwpIl8PPPCj8OpB4gERGRG7RlS8bHXgCB7GAaw3mQjQCcoSJnXhxDvTdfMgc7i0OpB0hERCSXrFbYtAmWLTN/tVrN8ri4f+vUIpolPMkO/sODbOQynkzjNepymJ+Dhir8FBHqARIREcmFnAY4+/pCRc4QwiRe5l08SQHgE55iDK8TQ01AW3cVJQpAIiIi15HTAOde3S7z41Pv8JdlMjcZ5wD4jocYzjR2EQCYs9z9/Mwp8VI06BGYiIhIDrIb4GwhjV7GJxygAXcsHs5Nxjn2cDvt+YY2RGYIP2DOfs+0HpA4jAKQiIhIDrIa4NyaSHYSyCf0oSYxHMOP/SMWcvjTX9jr1w74d98uPz9YufJ/6wBJkaFHYCIiIjm4eoDz7exhKiNoz7cAJFKeyYzmbQYx/45S9HwMOnfNxUrQ4nAKQCIiIjnw9QU/jjGRUPqwCBcMUnDnPQYyiRBOU9lWD8yw07Kl49oruaMAJCIikp1z57h/3RQOMQsvkgFYTg9CmMRf1AU0wLm4UgASERG5VnKyuVHpxIm4nDmDF7CZ+xnOdH7ibls1DXAuvjQIWkREJF1aGqxYAY0awZAhcOYMNGwIX3zB6ZWbOOF3d4bqGuBcfKkHSEREBGDzZnjtNXOPLjAH9UyYAP36gZsbXYHOXTTAuaRQABIREee2dy+MHAlffmkely0Lw4fD0KFQpkyGqhrgXHIoAImIiHM6cQLCwmD+fPPRl5sbvPACjB0LVao4unVSwBSARETEuSQlwfTp8OabcPGiWdatG0yeDPXrY7XClk16zFXS2R2Ajh07hsViwc/PD4CffvqJpUuX0qhRI/r375/vDRQREckXV67ABx/A+PFw6pRZ1qKFGYZatABy3vBUA51LFrtngT355JNs3LgRgPj4eNq0acNPP/3E6NGjmTBhQr43UERE5IYYBqxaBbfdBi+/bIaf+vXNtPPDDxnCT/fumbe9iI01yyMiHNB2KTB2B6Dff/+du+82pwF++umnNG7cmG3btrF06VIWLlyY3+0TERHJu61b4d57zQRz6JA5tmf2bPj9d3j0UdtCPtlteAr/lgUHm/WkZLA7AF25cgVPT08AvvvuOzp16gTArbfeStzVG6aIiIg4ysGD5jOr++6DqCgoXdoc3Pznn/Dii+DunqF6VhueXs0w4Ngxs56UDHaPAbrtttuYO3cu//d//0dkZCQTJ04E4MSJE1SqVCnfGygiIpJrf/9tjvH54AOzu8bFBZ59FsaNg2rVbNWs1ozr+cTG5u7y+nd+yWF3AJo6dSqPPvoo06dPp2/fvtxxxx0ArF271vZoTEREpFD98485q2vaNLhwwSx75BGsk6aw5XQj4jb/O6Pr888zD3SuXDl3t0nf8FSKP4thZPXEM2dWq5WkpCQqVqxoKzty5AilS5emSglYOyEpKYkKFSqQmJhI+fLlHd0cERHJTmoqLFhgPt6KjzfL7r4bpk8nIuH+TEGnUiU4fdr+26RveBodrSnxRZk9P7/ztBeYYRjs3LmT999/n/PnzwPg4eFB6dKl83I5ERER+xgGfPEF3H479O9vhp86dcx9vH78kYiE+7Oc0ZWb8JO+wem1x9rwtGSx+xHY0aNHad++PTExMSQnJ9OmTRvKlSvHtGnTuHz5MnPnzi2IdoqIiJh++sncs+v7783jSpXMHqABA8DDI8cZXblRufK/ywSB2fMza5bWASpp7A5AgwcPpmnTpuzZsyfDoOdHH32U5557Ll8bJyIiYnP4MIweDZ9+CkCquxexjwXj9/YIuOkm26Dmv//OeUbX9cycCdWrayXoks7uAPTDDz+wdetWPDw8MpTXrFmT2NwOoxcREcmthASYOBHmzIErV0jDwsf0ZeyVCRxf6k+lb81qeRnbk5Xq1bXhqTOwOwClpaVhzWIlqOPHj1OuXLl8aZSIiAgXL5p7UEyZYu7fBXxNe0Ywld+43VYtv4JP+kDnoKD8uZ4UbXYPgm7Tpg2zZs2yHVssFi5cuEBYWBgdO3bMz7aJiIgzslrNmV3165uPvJKSOFPzLrpXiKQjX2cIP/lFA52dj93T4E+cOEGrVq1wdXXl0KFDNG3alEOHDlG5cmW+//57TYMXEZFcuXYxwqD7DPj2Wy4NGk7Zv34D4JhrTUZaJ7GMnhh5m7icgcViDo6+djq8v78GOpcE9vz8ztM6QJcuXWLZsmX88ssvpKWlERAQQK9evShVqlSeG12UKACJiBSsa3ddv4tfmOk+nAeubADgLDfxOmN4j4Ek45Vv900POp07XxO+NNC5RCjwAFTSKQCJiBSc9F3XDQNqcoTXGcNTLAEgGQ/eZhDhjOIsN+fL/WbOBB8fBR1nYM/Pb7sHQS9atCjH9/v06WPvJUVExEmkr9Fzk3GG0UzmFd7BkxQAPuEpQpnIUWrly73SBzW/8opCj2Rmdw/Q1dtfgLk7/MWLF20rQZ85cyZfG+gI6gESESkY36+/zNp27xLCJCpyDoDveIjhTGMXAfl2n/RBzStXalyPMynQrTDOnj2b4XXhwgUOHjzIfffdx7Jly/LcaBERKcHS0mDJEgJ63coMXqMi5/iVJrTna9oQeUPhp1Il83U1Pz+FH8nZjQ+pB2655RamTJnC4MGD7T539uzZ1K5dGy8vLwIDA9myZUuO9Tdv3kxgYCBeXl7UqVMny603zp07x8CBA/H19cXLy4uGDRuybt06u9smIiL5YMMGaNoUnnqKsglHOU51+rGAu9jFt7QHLNe9xLW8vWHxYti40Vz5+e+/zd8vXWr+Gh2t8CM5s3sMUHZcXV05ceKEXeesWLGC4OBgZs+ezb333sv7779Phw4d2LdvHzVq1MhUPzo6mo4dO/L888+zePFitm7dyksvvYS3tzfdunUDICUlhTZt2lClShVWrlyJn58fx44d0yKNIiKF7ddfYcQI+OYb87h8edJGjKLV7MEcPlEqT3t1pT/amjs3c8DR6s1iD7vHAK1duzbDsWEYxMXF8e677+Lv78/XX3+d62s1a9aMgIAA5syZYytr2LAhXbp0ITw8PFP9ESNGsHbtWvbv328rGzBgAHv27CEqKgqAuXPnMn36dA4cOIC7u7s9H81GY4BERHLn2rV8WrSAnWuO4fPeWGpv+RiLYZDm6saJzi9R5e0xbDvkzeefm1PR09fksYfW65GcFOgssC5dumQ4tlgseHt78+CDD/LGG2/k+jopKSns3LmTkSNHZihv27Yt27Zty/KcqKgo2rZtm6GsXbt2zJs3jytXruDu7s7atWtp3rw5AwcO5PPPP8fb25snn3ySESNG4JrNNIDk5GSSk5Ntx0n/W3JdRESyd+1aPuVJZLRlCoOMWZTiMgAreJwQ6yQOR9TD9XMzMKVzccl4nD6O5+oFCv384Pnn4ZZbNI1d8lee9gLLDwkJCVitVnx8fDKU+/j4EB8fn+U58fHxWdZPTU0lISEBX19f/vrrL/773//Sq1cv1q1bx6FDhxg4cCCpqamMHTs2y+uGh4czfvz4fPlcIiLO4Oq1fNxJYQBzGcsEKhtmetnM/QxnGj/RzHbOtdtIph8HB5sLE6bvwaUFCqUw5NsYoLyyWDIOfjMMI1PZ9epfXZ6WlkaVKlX44IMPcHV1JTAwkBMnTjB9+vRsA9CoUaMYOnSo7TgpKQl/f/88fR4RkZIufS0fwzB4jM+YzGjqcRiAfTRkBFP5kofJzeBmiwVWrYIZM/4NOhrLI4UhVwHo6nBwPW+++Wau6lWuXBlXV9dMvT0nT57M1MuTrmrVqlnWd3Nzo9L/+k59fX1xd3fP8LirYcOGxMfHk5KSgoeHR6brenp64unpmat2i4g4m6vH+VSpArt3Q+3j37OKYdzNzwDEUZWxTGABT2O149/WhgHHjpnXV/CRwpSr/0p37dqVq4vl1HNzLQ8PDwIDA4mMjOTRRx+1lUdGRtK5c+csz2nevDlffPFFhrL169fTtGlT24Dne++9l6VLl5KWloaLiznL/48//sDX1zfL8CMiIqZrgw7Al1/CkiVw6pR53JB9TGEk32P+XXyeskxjOG8ylIuUyfO94+JutPUidjIcaPny5Ya7u7sxb948Y9++fUZwcLBRpkwZ48iRI4ZhGMbIkSON3r172+r/9ddfRunSpY0hQ4YY+/btM+bNm2e4u7sbK1eutNWJiYkxypYta7z88svGwYMHjS+//NKoUqWK8frrr+e6XYmJiQZgJCYm5t+HFREpwlatMgw/P8Mw+2Qyv6pywnif541UXAwDjCu4Gu/yklGF+GzPsee1caOjvwEpCez5+e3QAGQYhvHee+8ZNWvWNDw8PIyAgABj8+bNtvf69u1rPPDAAxnqb9q0ybjrrrsMDw8Po1atWsacOXMyXXPbtm1Gs2bNDE9PT6NOnTrGpEmTjNTU1Fy3SQFIRJzJqlWGYbFkHUzKkmSMJ9S4QGlb4Uq6GvU5kC/Bx2IxDH9/w7Djr2iRbNnz8ztPu8H//PPPfPbZZ8TExJCSkpLhvYiIiHzpmXIkrQMkIiXZ1Y+6KlWCXr0gISFjHTeu8BwfMY5x+HASgG005zWms41786Ud2q9L8luB7gW2fPly7r33Xvbt28fq1au5cuUK+/bt47///S8VKlTIc6NFRKTgRURArVrQqhU8+SS0a3dt+DHowmp+pzFzeAkfTvIHt9CVVdzL1uuGn5ymrF/7nvbrEkeyexr85MmTmTlzJgMHDqRcuXK89dZb1K5dmxdeeAFfX9+CaKOIiOSDq9fuyUpztjGN4dzHVgBO4s14wviA/qRy/ZX1Z86El16CbdsyDqQ+efLfVaLT39MaP+Jodj8CK1OmDHv37qVWrVpUrlyZjRs30qRJE/bv38+DDz5IXAkYyq9HYCJSEuTmURfALfxBOKPohjmE4SKleINXmc5rnOf6fwdaLGZvTnS0Ao04VoFuhXHzzTdz/vx5AKpXr87vv/9OkyZNOHfuHBcvXsxbi0VEJF9du01FVqrwN2OZQH8+wJ1UrLgwn2cYxzhOUD1X90kfxzNrlsKPFC92B6CgoCAiIyNp0qQJjz/+OIMHD+a///0vkZGRPPTQQwXRRhERscP1HnWV5h+G8ibDmUY5LgDwFR0ZwVT20tiue/n5aXNSKZ5y/Qhs9+7d3HnnnZw5c4bLly9TrVo10tLSmDFjBj/88AP16tUjNDSUihUrFnSbC5wegYlIcWW1moOcs+r5cSWVp1nAeMKohjlc4WeaMpxpbKJVjtf19jYfoT38sHmcPq5H43ikKLHn53euA5CLiwt33XUXzz33HE8++WSJnvGlACQixdWmTeYMr4wMHuZLpjCS29gHwF/UZjST+ZTHMbKYEFy5Mixdao4ZUtCR4qJApsFv3bqVgIAARo4cia+vL0899RQbN2684caKiEj+uXYeSlN+ZiOt+IJO3MY+TnMzg5lFQ/azgicyhR+LxXy9/z60aQM9e5p7dCn8SEmT6wDUvHlzPvzwQ+Lj45kzZw7Hjx+ndevW1K1bl0mTJnE8p5F2IiJSKNJXI6nDYZbxBD9zNy3ZzGU8mcII6nKYtxlMCllvAK21ecRZ5Gkl6HSHDx9mwYIFLFq0iLi4ONq0acO6devys30OoUdgIlJcpZxIYEG913n60mw8uEIaFj6hN6FM5Bg1MtXXoy4pSQpkDFB2Lly4wJIlSxg9ejTnzp3DarXeyOWKBAUgESl2Ll3i9+ffosbScMobSQB8QztGMJVfuSNTdW1DISVRga4DlG7z5s3Mnz+fVatW4erqyuOPP86zzz6b18uJiEheWK3wySdcHBZK49PmUIRd3MlwpvEdbbI9TdPXxdnZFYCOHTvGwoULWbhwIdHR0bRo0YJ33nmHxx9/nDJlyhRUG0VE5FqGAd9+CyNGwK+/UhqIwZ8QJrGEXpkGN+tRl0hGuQ5Abdq0YePGjXh7e9OnTx+eeeYZGjRoUJBtExGRa1itsGv+Lqq/9Rq+ezcAkEgFJjGatxlEMl5ZnpeQAO7u5qwuEbEjAJUqVYpVq1bx8MMP46p/NoiIFLqv5x7l4qtj6HZxMQDJePAeA5lECGeodN3zS8BWjSL5JtcBaO3atQXZDhERyYY14Szbu4TTauvbeJEMwFJ6EsIkjlA719dJnyIvIjcwCFpERArY5cv8OuA9aiyaRAvjLAD/pRWvMZ1fCMz1ZdJ3aw8KKqiGihQ/CkAiIkVNWhosW8Y/Q0K4/dRRAH6jMcOZxje0Byx2X1K7tYtklOuVoEVEpBBs2AD/+Q889RRlTh0llmo8wzzuZDff0AF7w4+3t9b6EcmKeoBERIqC336D4cPhm28ASC1djrCLI5jJEC5ROk+X9PY2d4X38MjPhoqUDLkKQPYMgO7UqVOeGyMi4nSOH4exY2HhQnNtHzc3ePFF1t4WyuQB3nm6ZPoqz3PnKvyIZCdXAahLly4Zji0WC1fvoGGx/NslWxK2whARKXCJiTB1qjk459Ils6x7d6yvh7Mlrh47I/N+aa3yLHJ9uRoDlJaWZnutX7+eO++8k6+//ppz586RmJjIunXrCAgI4Jv/dd2KiEg2UlLgnXegbl0IDzfDz333wY8/EtHzM2q1rkerVjB5sn2X9faG4GDYuBGioxV+RK7H7jFAwcHBzJ07l/vuu89W1q5dO0qXLk3//v3Zv39/vjZQRKREMAxzNPKoUXD4sFnWoIHZC9SpExGrLXTvblbLrX79oHVrqF5dW1uI2MvuAHT48GEqVKiQqbxChQocOXIkP9okIlKyfP89vPYa/PQTACkVfdjddTwXHn8Ww9WNE4vhlVdyH378/OCtt9TLI3IjLIZhz7834P7778fd3Z3Fixfj+79lRePj4+nduzcpKSls3ry5QBpamJKSkqhQoQKJiYmUL1/e0c0RkeJq/34YORL+N5EkxaMMb7q+xuuXXuUfyub5st99Bw89lF+NFCk57Pn5bXcP0Pz583n00UepWbMmNWrUACAmJob69euzZs2aPDVYRKREiYuDcePgo48gLY00F1c+dn+eUclh/E3VG778yZM33kQRZ2d3AKpXrx6//vorkZGRHDhwAMMwaNSoEa1bt84wG0xExOmcPw8zZpivixcBOHBrZ7ocmMLB5Fvz7Tba00vkxtn9COxqly9fxtPTs8QFHz0CExG7XLkC8+aZvT5//w3A6fr38NyZ6axJuC/nc+2QvqdXdLQGPItkxZ6f33ZvhZGWlsbEiROpXr06ZcuWJTo6GoDQ0FDmzZuXtxaLiBRHhgFr1kCTJvDii2b4qVePH4d9hvcf2/I1/KTTnl4i+cPuAPT666+zcOFCpk2bhsdVS4w2adKEjz76KF8bJyJSZEVFmXPPH30UDh6EypXhnXew/raPx5Z3x8jDhqU58ffXnl4i+cnuALRo0SI++OADevXqhetV/wy5/fbbOXDgQL42TkSkyPnjD+jeHVq0gK1boVQpGDMGDh/G+uLLvDPXnePH8+dWFSrAokVa3FCkINg9CDo2NpZ69eplKk9LS+PKlSv50igRkSLn5EmYMAHj/fexpKaSZnFh391Pc6DneI4b1TkyFpYuhVOn8ud2FgvMn6/QI1JQ7A5At912G1u2bKFmzZoZyj/77DPuuuuufGuYiEiR8M8/pL0xk7QpU3G7dAEL8BUdGWFMZe/2xrA9/2/p76+9vEQKmt0BKCwsjN69exMbG0taWhoREREcPHiQRYsW8eWXXxZEG0VECl9qKixcyKXhYyl1Ng4XYAeBvMZ0NtHqhi9/883m6s9BQRAfb/YceXtrWwuRwpKnafDffvstkydPZufOnaSlpREQEMDYsWNp27ZtQbSx0GkavIgTMwxYtw5GjIC9ewH4i9qMZjKf8jiG/UMnMxk/HkJCFHJE8luBrQSdmprKpEmTeOaZZ0rElhciIumsVtj94c/4vTMcn32bADhDRSYSymxeIgXPfLlPcDCMHZsvlxKRG2DXP2Xc3NyYPn06Vqu1oNojIlKorFZ4O/gv1pTuSeCLd+OzbxOX8WQar1GXw8xiSL6FH4DOnfPtUiJyA+zuy23dujWbNm0qgKaIiBSuLz8+zYdlhzDgrVvplrKcNCx8TB/q8wcjmMY5KubbvSwWc3BzUFC+XVJEboDdg6A7dOjAqFGj+P333wkMDKRMmTIZ3u/UqVO+NU5EJD9ZrbBlC5w8eomKn7zNfRvCuYlEANbThuFMYw93Ftj9tYqzSNFh9yBoF5fsO40sFkuJeDymQdAiJUN64ImNhQ0b4Is1VjqcXcIkQvDHXK1wN3cwnGlEUnCTODStXaRwFNggaDAXPBQRKeoiImDwYGyrMrdhPZEM5072ABCDPyFMYgm98mVmVzpvb+jZE2rX1rR2kaLM7gB0tcuXL+Pl5ZVfbRERybNre3sWLDDL72A30xhOWyIBOEcFJjOatxlEMnn7+8vFBQYOhDp1oFIlOH1aYUekuLE7AFmtViZPnszcuXP5+++/+eOPP6hTpw6hoaHUqlWLZ599tiDaKSKSrWt7ewD8ieF1xvAUi3HBIAV33uVlJhHCGSrd0P2WL4fHHrvBRouIQ9nd7ztp0iTtBi8iRUZEhLk3aXr4uYmzTGU4f1CfPnyCCwZL6UkDDvIqb95Q+KlUCVatUvgRKQm0G7yIFFtWq9nzYxjgQTLBzOQwdRnOdLxIZiMtacrP9GIpR6id5/vcfLO5evPff2sgs0hJod3gRaTY2rIFYo+n8QQrmMxoanMEgN+5jRFMZR0dAYtd17RYIDQU7r/f3ADe11fjekRKIu0GLyLF1t53N/ITr9GUnQDEUo1QJvIxfUkjb4llxQo94hJxBtoNXkSKn99/J77vCAb+sg6AJMoxlRHMZAiXKJ2nS2qtHhHnot3gs6CFEEWKqNhYGDsWY+FCLGlpXMGNuQxgIqGcokquL3PzzfDKK+ajLT3mEik57Pn5nacAVNIpAIkUMUlJMHUqzJwJly4B8BndGc1k/uSWXF2iXz9o3Vpr9YiUZAW6ErSISKFJSYEPPjCnYCUkAPAD9/Ia0/mR5rm6hB5tiUhWchWAKlasiMWSu5kUZ86cuaEGiYhgGOaCO6NGwZ9/mkUNGvBcwlTmn+5Ebmd2zZxpPupSb4+IXCtXAWjWrFm2358+fZrXX3+ddu3a0by5+S+wqKgovv32W0JDQwukkSLiRH74AV57DX780Tz28YHx4/m+3rPMb527TmuLBfz8FH5EJAeGnbp27Wq88847mcrfeecdo3PnzvZeznjvvfeMWrVqGZ6enkZAQIDx/fff51h/06ZNRkBAgOHp6WnUrl3bmDNnTrZ1ly1bZgB2tysxMdEAjMTERLvOE5EbsH+/YXTubBhm/49hlC5tGGPHGkZSkmEYhrF06b9vXe9lsRjGqlWO/TgiUvjs+flt90rQ3377Le3bt89U3q5dO7777ju7rrVixQqCg4MJCQlh165dBAUF0aFDB2JiYrKsHx0dTceOHQkKCmLXrl2MHj2aQYMGsWrVqkx1jx49yrBhwwgKCrKrTSJSyOLj4cUXoXFj+Pxzc6fR/v3NR1/jx0O5cgAcOpS7y3l7w8qVGvMjIjmzOwBVqlSJ1atXZypfs2YNlSrZt8fOm2++ybPPPstzzz1Hw4YNmTVrFv7+/syZMyfL+nPnzqVGjRrMmjWLhg0b8txzz/HMM88wY8aMDPWsViu9evVi/Pjx1KlTx642iUghuXDBDDj16sHcuea+Fp06we+/w/vvm3PT/2flSggLu/4lvb3NPcEUfkTkeuyeBTZ+/HieffZZNm3aZBsD9OOPP/LNN9/YtRlqSkoKO3fuZOTIkRnK27Zty7Zt27I8JyoqKtNaQ+3atWPevHlcuXIFd3d3ACZMmIC3tzfPPvssW7ZssefjiUhBS02FefPMRPP332bZ3XfD9Onm/hPX+Owz6Nnz+pe1WMwcddUezSIi2bI7APXr14+GDRvy9ttvExERgWEYNGrUiK1bt9KsWbNcXychIQGr1YqPj0+Gch8fH+Lj47M8Jz4+Psv6qampJCQk4Ovry9atW5k3bx67d+/OdVuSk5NJTk62HSclJeX6XBHJJcOAtWthxAg4eNAsq1sXwsPN7dyvmWlqtcKkSbnr+QEYN049PyKSe3YFoCtXrtC/f39CQ0NZsmRJvjTg2un1hmHkOOU+q/rp5efPn+epp57iww8/pHLlyrluQ3h4OOPHj7ej1SJilx9/NGd2/fCDeVy5MowdCy+8kKnLJj34zJoFZ8/m/ha35G49RBERwM4xQO7u7lmO/8mLypUr4+rqmqm35+TJk5l6edJVrVo1y/pubm5UqlSJw4cPc+TIER555BHc3Nxwc3Nj0aJFrF27Fjc3Nw4fPpzldUeNGkViYqLtdezYsXz5jCJO79Ahc2fR5s3N8FOqFIweDYcPm3PUrwk/ERHmrPewMPvCD2QYMiQicl12D4J+9NFHWbNmzQ3f2MPDg8DAQCIjIzOUR0ZG0qJFiyzPad68eab669evp2nTpri7u3Prrbfy22+/sXv3bturU6dOtGrVit27d+Pv75/ldT09PSlfvnyGl4jcgFOnYNAgaNTIHMHs4gJPPw1//GF272Tx/1hEBHTrBqdP2387f39zewsRkdyyewxQvXr1mDhxItu2bSMwMJAyZcpkeH/QoEG5vtbQoUPp3bs3TZs2pXnz5nzwwQfExMQwYMAAwOyZiY2NZdGiRQAMGDCAd999l6FDh/L8888TFRXFvHnzWLZsGQBeXl40btw4wz1uuukmgEzlIlIALl40n11NmQLnz5tlHTuax02aZHua1QqDB+f9trNmacFDEbGP3QHoo48+4qabbmLnzp3s3Lkzw3sWi8WuANSjRw9Onz7NhAkTiIuLo3Hjxqxbt46aNWsCEBcXl2FNoNq1a7Nu3TqGDBnCe++9R7Vq1Xj77bfp1q2bvR9DRPKT1QoffwyhoXDihFkWEGDO7HrwweuevmWLOX3dXq6usHy5Bj+LiP20G3wWtBu8SC4ZBnz9tTmz6/ffzbKaNWHyZHjiCfPRVw6sVjP8fPYZzJ5t/+0//dQcYiQiAoW0G3xCQgIWi8XuxQ9FpITYsQOGD4eNG83jihVhzBgYOBA8PW3V0kNObKw5NMjbG6pWNcveeQfysn+ynx+89ZZ6fkQk7+wKQOfOnSMkJIQVK1Zw9n9TNCpWrMgTTzzB66+/bhtvIyIlWHQ0hITA/8be4elpDngeNcoMQVeJiDDH9uTl8VZ2xo83b68xPyJyI3IdgM6cOUPz5s2JjY2lV69eNGzYEMMw2L9/PwsXLmTDhg1s27aNitf8BSgiJcTp0+YMrnffhStXzIULe/XCOv51tsTUJO4bqFLFrBofDxs2wIIF+Xf7SpXggw/U6yMi+SPXAWjChAl4eHhw+PDhTOv0TJgwgbZt2zJhwgRmzpyZ740UEQe6fNl8VjVpEiQmmmWtW8O0aURE38XgB/K3h+da5crBsGHq9RGR/JXrdYDWrFnDjBkzslyksGrVqkybNi3fFkkUkSIgLQ0++QTq1zfH+iQmwu23wzffYP16PRO+uItu3Qo2/ADMmWMuGq3wIyL5KdcBKC4ujttuuy3b9xs3bpztHl4iUsxERprT2Pv0gWPHzJUGFy6EX34h4p921KxlyfUeXTeqevXCuY+IOJdcPwKrXLkyR44cwc/PL8v3o6OjNSNMpLjbs8fs7Vm/3jwuX560kaP5IWAQsWdKcXCiOQi5MFgs5mwvrfAsIgUh1wGoffv2hISEEBkZicc1+/ckJycTGhpK+/bt872BIlIIYmLMRQw/+QQMA8PdneOdB/J+pRA+mFmZU6cc0yyt8CwiBSXXCyEeP36cpk2b4unpycCBA7n11lsB2LdvH7NnzyY5OZkdO3Zku99WcaKFEKUkSl+PJy7u39laZ6PP0fS7KfhHzML1SjIAv9/Wg77HJ/FLYl2HtdXf3ww/mvElIvYokIUQ/fz8iIqK4qWXXmLUqFGk5yaLxUKbNm149913S0T4ESmOsgo3J0/++/svv4QlS7D15HiQzIvMIZSJVMJciXATDzCcafy89+5Cb3/FitC5szm5rHp187GXen5EpCDZtRBi7dq1+frrrzl79iyHDh0CzM1Rb7755gJpnIizu16wOXkSDh2CDz/M3WwsC2k8zqdMZjR1iAZgL40YwVS+4v8AS8F8kP/p188MOVWrmscnT4KvrwKPiBS+PG2FUbFiRe6+u/D/lShS3F0daHx9oUUL2LYt62N7gk1uPMAmpvMa/2EHACfwJYzxLOBprHnfFSdX9EhLRIqagv1bT6QYujakpPdOXC+8pM9Wyq5OVoEm/brZHeeHRuxlKiN4mK8AOE9ZpjKCmQzhImXy9V5hYeb3EB//775feqQlIkWRApDIVbLau8rPD3r2NLe+yim8pK8Ccfp09nWude17+Rl+qhHLeMJ4mgW4ksYV3PiA/kxgLCfJvKDpjXB1heXLoXv3fL2siEiBUQAS+Z+ICPMH+LXzIo8fh+nTM9e/NqxcHXyyq1MYypHEcKYxlDcpzSUAVtGVUYRziPoFcs9lyxR+RKR4UQASwQwqgwdnDj/FiRtXeIH3CWM83iQA8AP3MpxpRNGiQO6psT0iUlwpAIlgjtsp6D2tCo5BVyIIZxT1MWdnHqQ+I5nCGrqQHzO7ypeHZ56Bhx82jzV7S0SKOwUgcWrpA5tXrXJ0S/KmBVuZwTCa8yMAf1OFcYzjI54jFfcbvv7NN5s9Y9qJXURKGgUgcVpZDXguLupzkHBG0ZXVAPxDaWYwjBkM4wLlsj3P2xt69crYk5Pd+kLq4RGRkkwBSJxSdgOei7oq/E0Y4+nPB7hhxYoLH/EcH/iOo/MAXz64RYFGRCQ3FIDE6RSlAc/XWwfIzw+efx4a+l8gcPOb1FgxDbfL/wBwqnknfuo6hQZNG/KTgo2IiF0UgMTp2Dvg2d8fnngif9YBSg80t9xy/ZWgfX0hqHkqrh/Ph9Fh5uqCAHffDdOn433//fyf/R9fRERQABInFBeXu3ovvwzduv372Cg8/MZWgs7uEVTLllkcGwZ88QXcOQIOHDDfqFvXbET37mAp2D27RERKOgUgcTq+vrmr161bxnDi6ppNWCHnsqzq5Gj7dnjtNTNJgdm1FBoKL74IHh52XkxERLLi4ugGiBS2oCDzUVR2nSgWi/nYK71Hp9D8+Sc8/jjcc48Zfry8YNQoOHzYHLSk8CMikm/UAyRO4dqNTGfONLOGxZJxMHR6KJo1qxAHFZ86Ba+/DnPmwJUrZiP69oWJE82kJiIi+U4BSEq87DY4HTYs88BmP79C3Nrh4kV46y2YMgWSksyyDh3M49tvL4QGiIg4LwUgKdGyW+8nNhZmzIAVK8zFAXMapJzvrFZYtMgc1xMba5bddZe54+pDDxXwzUVEBBSApATLab0fwzCfNL36KkRHF9LjLsOAb76B4cPh99/Nspo1YdIk6NkTXDQkT0SksOhvXCmxrrfej2HAsWP/TrYqUL/8Aq1bQ8eOZvi56SazC+rAAXNvCoUfEZFCpR4gKbFyu95PbuvlyZEjMGYMLFliHnt4wKBB5uyum28uwBuLiEhOFICkxMrtej+5rWeXM2dg8mR45x1ISTHLevUyZ3vVqlUANxQREXsoAEmJlb7eT2xs1uOALBbz/Xxd7+fyZXj3XXNcz7lzZtmDD5oDnAMC8vFGIiJyIzTwQEosV1dzljlkXvQw39f7SUuDxYuhQQNzFedz56BJE/j6a/juO4UfEZEiRgFISrSuXWHlSqhePWO5n59Zni/r/Xz3HQQGQu/eEBNjXnzBAti1C9q3175dIiJFkB6BSYnXtSt07pxxJeh8We9nzx4YMQK+/dY8Ll8eRo82BzmXKnXD7RYRkYKjACQlxrXbXVwdcrLayDTPjh0zFzFctMgcXOTuDi+9ZM72qlw5n24iIiIFSQFISoTstrt466183Nbi3Dlzm4pZsyA52Szr0cMc8Fy3bj7dRERECoPGAEmxl77dxbWLHsbGmuURETd4g+RkM/TUrQtTp5rH998P27fD8uUKPyIixZACkBRr19vuAiA42Kxnt7Q0c7Owhg1hyBBzbZ+GDWHtWti0Ce6++wZaLiIijqQAJMVagW13sXkz3HMPPPGEuVmYry98+CH8+is88ohmdomIFHMaAyTFWr5vd7F3L4wcCV9+aR6XLWvO9BoyBMqUyVMbRUSk6FEAkmIt37a7OHECwsJg/nzz0ZerK/Tvb5b5+NxwO0VEpGhRAJJi7Ya3uzh/3tym4o034OJFs6xrV3MfrwYNCqzdIiLiWBoDJMVanre7uHIFZs82Z3BNnGiGn+bN4YcfYNUqhR8RkRJOAUiKPbu2uzAMc178bbfBwIFw6hTccotZcetWuPfeQm27iIg4hh6BSYmQq+0utm41NyqNijKPvb1h3Dh4/nlzNWcREXEaCkBS4HLaosKeetd7P9vtLg4ehFGjYPVq87h0aXj1VRg2zNy/S0REnI4CkBSo3G5Rcb16edrq4u+/Yfx4+OADMz25uMAzz5hl1arl6+cUEZHixWIYWc2dcW5JSUlUqFCBxMREyquHIM/St6i49r+w9MHJ6eNzrldv2DCYMeP617G5cAHefNOc3XXhgln2yCPmPl6NGuXLZxMRkaLHnp/fCkBZUAC6cVYr1KqV/SrN6dPT//zTnIiV02rOrq7Zb2WRfp3oaHA1UmHBAhg7FuLjzQr/+Y8ZhB544IY+j4iIFH32/PzWIzApELndomL27JzrQc77eJnXMdg39UuaLB4B+/ebb9SpA+Hh8Nhj2rZCREQyUQCSApHbrScOH76x+/yHn5jOazQJ+d4sqFQJxoyBF18ET88bu7iIiJRYCkBSIHK7RUXdunm7fh0OM5nR9OBTAKweXrgODTb37brpprxdVEREnIYWQpQCkb5FRXZPnywW8PeHl17KuR6YY4DS369EAjMJZj8N6cGnpGHh09L94OAf5iMvhR8REckFhweg2bNnU7t2bby8vAgMDGTLli051t+8eTOBgYF4eXlRp04d5s6dm+H9Dz/8kKCgICpWrEjFihVp3bo1P/30U0F+BMlCbreo8PDIuZ7FAkOHgpdxiZFM4TB1CeYtPLjC17TnLnbj9skCXGv5F+jnERGRksWhAWjFihUEBwcTEhLCrl27CAoKokOHDsTExGRZPzo6mo4dOxIUFMSuXbsYPXo0gwYNYtWqVbY6mzZtomfPnmzcuJGoqChq1KhB27ZtiY2NLayPJf+T2y0qcqy3wsq0RgtJqFSfcEZRgSR2cSetieQF/68JW3V79usAiYiIZMOh0+CbNWtGQEAAc+bMsZU1bNiQLl26EB4enqn+iBEjWLt2LfvTZ/oAAwYMYM+ePUSlb29wDavVSsWKFXn33Xfp06dPrtqlafD5K08rQVc1CLr4La6jhsNvvwFg1KjBgacmsbvRk/hWd8n2OiIi4pyKxTT4lJQUdu7cyciRIzOUt23blm3btmV5TlRUFG3bts1Q1q5dO+bNm8eVK1dwz2I/p4sXL3LlyhVuvvnmbNuSnJxMcnKy7TgpKcmejyLXke0WFdnV++UXGD4cNmww37jpJggJwfLyyzT08qJhwTVVRESchMMegSUkJGC1WvHx8clQ7uPjQ3z6InbXiI+Pz7J+amoqCQkJWZ4zcuRIqlevTuvWrbNtS3h4OBUqVLC9/P01nsQhjh6F3r0hMNAMPx4e5p5dhw+by0F7eTm6hSIiUkI4fBC05ZqRr4ZhZCq7Xv2sygGmTZvGsmXLiIiIwCuHH56jRo0iMTHR9jp27Jg9H0Fu1Nmz5i7t9evD4sVm2ZNPmpuYzpgBOfTeiYiI5IXDHoFVrlwZV1fXTL09J0+ezNTLk65q1apZ1ndzc6NSpUoZymfMmMHkyZP57rvvuP3223Nsi6enJ55aNK/wXb4M770HkyaZIQigVStz64rAQMe2TURESjSH9QB5eHgQGBhIZGRkhvLIyEhatGiR5TnNmzfPVH/9+vU0bdo0w/if6dOnM3HiRL755huaNm2a/413YlYrbNoEy5aZv+a0TUW20tJgyRK49Vbz0dbZs9C4MaxbZz76UvgREZGCZjjQ8uXLDXd3d2PevHnGvn37jODgYKNMmTLGkSNHDMMwjJEjRxq9e/e21f/rr7+M0qVLG0OGDDH27dtnzJs3z3B3dzdWrlxpqzN16lTDw8PDWLlypREXF2d7nT9/PtftSkxMNAAjMTEx/z6sg6WmGsbGjYaxdKn5a2qq/ddYtcow/PwMw9yBy3z5+Znlufbdd4Zx113/XqB6dcOYPz9vDRIREbmKPT+/HRqADMMw3nvvPaNmzZqGh4eHERAQYGzevNn2Xt++fY0HHnggQ/1NmzYZd911l+Hh4WHUqlXLmDNnTob3a9asaQCZXmFhYbluU0kLQPkRXFatMgyLJeM1wCyzWHJxrV9/NYz27f89sVw5w5g82TD++eeGPpuIiEg6e35+O3QdoKKqJK0DFBEB3bubqeNq6WPGr16QMDtWK9Sqlf2u7RaLuWhhdHQW6/IcPw5jx8LChWYj3NzMjUpDQ8HbOw+fSEREJGv2/Px2+CwwKThWKwwenDn8wL9lwcHXH8ezZUv24Sf9WseOmfVsEhNh9Gi45RZYsMCs1L077N8Pb7+t8CMiIg6lAFSC5Sm4ZCEuLnf3i4sDUlLMgFO3rrk56eXL5tLPP/4In30G9erluv0iIiIFxWHT4KXg2RVccuDrm5urGNx+4DNoOAr++sssuvVWmDoVHnkk5+3eRURECpl6gEqw3AWX69cLCjLH+GSXYe7ne37xuIfbJvQww4+PD7z/vrmHV6dOCj8iIlLkKACVYNcLLhYL+Pub9XLi6gpvvfXvOeluZT9r6MxmHuCulJ+gTBkYPx7+/BP69zcHPIuIiBRBCkAlWHbB5erjWbNyt6N6167mjLHq1aEqcczlBX6nMZ1ZS5qLqzmz688/zRlfZcvm6+cQERHJbwpAJdzVweVqfn65mwKf4VptznO0XxjHverxAh/gShpG5y647P0dZs+GqlXzt/EiIiIFRM8onEDXrtC5sznbKy7OHPMTFJS7nh8ArlyBjz6CceNwOXnSLLvnHpg+Hct99xVYu0VERAqKApCTcHWFli3tPMkwYM0aGDkS/vjDLKtXD6ZMMVOVBjeLiEgxpQAkWYuKgtdeg61bzWNvbwgLMwc3X7XxrIiISHGkACQZ/fGHuYLzqlXmcalS8OqrZhgq5tuCiIiIpFMAEtPJkzBhgrl+T2oquLjAM8/AuHGZR1CLiIgUcwpAzu6ff2DmTHPF5gsXzLKHHzbH+dx2m2PbJiIiUkAUgJxVaqq5Q/vYsf/uhdG0KUybBq1aObRpIiIiBU0ByNkYBnz1FYwYAfv2mWW1a8PkyfD44+ajLxERkRJOAciZ/PyzOZh582bz+OabITTUXMXZ09OxbRMRESlECkDO4PBhCAmBFSvMY09PCA421/e56SZHtkxERMQhFIBKstOnYeJEc5uKK1fMhQt79zbLatRwdOtEREQcRgGoJLp0Cd5+G8LDITHRLGvXzpzpdccdjm2biIhIEaAAVJJYrbB4MYwZA8ePm2V33mnO7GrTxqFNExERKUoUgEoCw4D162H4cPj1V7PM3x8mTYJevTSzS0RE5BoKQMXdrl1m8PnuO/O4QgVzwPMrr4CXl2PbJiIiUkQpABVXR4+aU9gXLzZ7gDw84OWXzX28KlVydOtERESKNAWg4ubsWXNw89tvQ3KyWfbkk/D66+aChiIiInJdCkDFRXIyvPeeGXTOnjXLWraE6dPNLSxEREQk1xSAirq0NFi+3BzXc+SIWXbbbebMrg4dzLV9RERExC4KQEXZf/9rbl3xyy/mcbVq5iKGffuCq6tj2yYiIlKMKQAVRb/9Zm5W+vXX5nG5cua2FcHBULq0Q5smIiJSEigAFSXHj8PYsbBwoTmzy80NBgwwy7y9Hd06ERGREkMBqChITDTH9MycaW5jAdC9O0yeDLfc4ti2iYiIlEAKQI6UkgLvvw8TJkBCgll2333mzK577nFs20REREowBSBHMAxYuRJGjYLDh82yBg3MzUo7ddLMLhERkQKmAFTYtmwxZ3Zt324e+/jA+PHw7LPmmB8REREpcPqJW5g++QT69DF/X6YMDBtmvsqWdWy7REREnIwCUGHq3BmqVjV/DQsDX19Ht0hERMQpKQAVpvLl4dAh9fiIiIg4mIujG+B0FH5EREQcTgFIREREnI4CkIiIiDgdBSARERFxOgpAIiIi4nQUgERERMTpKACJiIiI01EAEhEREaejACQiIiJORwFIREREnI4CkIiIiDgdBSARERFxOgpAIiIi4nQUgERERMTpKACJiIiI01EAEhEREaejACQiIiJORwFIREREnI6boxvgTKxW2LIF4uLA1xeCgsDV1dGtEhERcT4O7wGaPXs2tWvXxsvLi8DAQLZs2ZJj/c2bNxMYGIiXlxd16tRh7ty5meqsWrWKRo0a4enpSaNGjVi9enVBNT/XIiKgVi1o1QqefNL8tVYts1xEREQKl0MD0IoVKwgODiYkJIRdu3YRFBREhw4diImJybJ+dHQ0HTt2JCgoiF27djF69GgGDRrEqlWrbHWioqLo0aMHvXv3Zs+ePfTu3ZvHH3+c7du3F9bHyiQiArp3h+PHM5bHxprlCkEiIiKFy2IYhuGomzdr1oyAgADmzJljK2vYsCFdunQhPDw8U/0RI0awdu1a9u/fbysbMGAAe/bsISoqCoAePXqQlJTE119/bavTvn17KlasyLJly3LVrqSkJCpUqEBiYiLly5fP68cDzMdetWplDj/pLBbw84PoaD0OExERuRH2/Px2WA9QSkoKO3fupG3bthnK27Zty7Zt27I8JyoqKlP9du3asWPHDq5cuZJjneyuCZCcnExSUlKGV37ZsiX78ANgGHDsmFlPRERECofDAlBCQgJWqxUfH58M5T4+PsTHx2d5Tnx8fJb1U1NTSUhIyLFOdtcECA8Pp0KFCraXv79/Xj5SluLi8reeiIiI3DiHD4K2WCwZjg3DyFR2vfrXltt7zVGjRpGYmGh7HTt2LNftvx5f3/ytJyIiIjfOYdPgK1eujKura6aemZMnT2bqwUlXtWrVLOu7ublRqVKlHOtkd00AT09PPD098/IxrisoyBzjExtrPu66VvoYoKCgArm9iIiIZMFhPUAeHh4EBgYSGRmZoTwyMpIWLVpkeU7z5s0z1V+/fj1NmzbF3d09xzrZXbOgubrCW2+Zv7+2Eyr9eNYsDYAWEREpTA59BDZ06FA++ugj5s+fz/79+xkyZAgxMTEMGDAAMB9N9enTx1Z/wIABHD16lKFDh7J//37mz5/PvHnzGDZsmK3O4MGDWb9+PVOnTuXAgQNMnTqV7777juDg4ML+eDZdu8LKlVC9esZyPz+zvGtXx7RLRETEWTl0JegePXpw+vRpJkyYQFxcHI0bN2bdunXUrFkTgLi4uAxrAtWuXZt169YxZMgQ3nvvPapVq8bbb79Nt27dbHVatGjB8uXLGTNmDKGhodStW5cVK1bQrFmzQv98V+vaFTp31krQIiIiRYFD1wEqqvJzHSAREREpHMViHSARERERR1EAEhEREaejACQiIiJORwFIREREnI4CkIiIiDgdBSARERFxOgpAIiIi4nQUgERERMTpKACJiIiI03HoVhhFVfri2ElJSQ5uiYiIiORW+s/t3GxyoQCUhfPnzwPg7+/v4JaIiIiIvc6fP0+FChVyrKO9wLKQlpbGiRMnKFeuHBaLxdHNcYikpCT8/f05duyY9kMrBPq+C4++68Kl77twOfv3bRgG58+fp1q1ari45DzKRz1AWXBxccHPz8/RzSgSypcv75T/EzmKvu/Co++6cOn7LlzO/H1fr+cnnQZBi4iIiNNRABIRERGnowAkWfL09CQsLAxPT09HN8Up6PsuPPquC5e+78Kl7zv3NAhaREREnI56gERERMTpKACJiIiI01EAEhEREaejACQiIiJORwFIcnTkyBGeffZZateuTalSpahbty5hYWGkpKQ4umkl1qRJk2jRogWlS5fmpptucnRzSpzZs2dTu3ZtvLy8CAwMZMuWLY5uUon0/fff88gjj1CtWjUsFgtr1qxxdJNKrPDwcP7zn/9Qrlw5qlSpQpcuXTh48KCjm1XkKQBJjg4cOEBaWhrvv/8+e/fuZebMmcydO5fRo0c7umklVkpKCo899hgvvviio5tS4qxYsYLg4GBCQkLYtWsXQUFBdOjQgZiYGEc3rcT5559/uOOOO3j33Xcd3ZQSb/PmzQwcOJAff/yRyMhIUlNTadu2Lf/884+jm1akaRq82G369OnMmTOHv/76y9FNKdEWLlxIcHAw586dc3RTSoxmzZoREBDAnDlzbGUNGzakS5cuhIeHO7BlJZvFYmH16tV06dLF0U1xCqdOnaJKlSps3ryZ+++/39HNKbLUAyR2S0xM5Oabb3Z0M0TskpKSws6dO2nbtm2G8rZt27Jt2zYHtUok/yUmJgLo7+nrUAASuxw+fJh33nmHAQMGOLopInZJSEjAarXi4+OTodzHx4f4+HgHtUokfxmGwdChQ7nvvvto3Lixo5tTpCkAOalx48ZhsVhyfO3YsSPDOSdOnKB9+/Y89thjPPfccw5qefGUl+9bCobFYslwbBhGpjKR4urll1/m119/ZdmyZY5uSpHn5ugGiGO8/PLLPPHEEznWqVWrlu33J06coFWrVjRv3pwPPviggFtX8tj7fUv+q1y5Mq6urpl6e06ePJmpV0ikOHrllVdYu3Yt33//PX5+fo5uTpGnAOSkKleuTOXKlXNVNzY2llatWhEYGMiCBQtwcVHHob3s+b6lYHh4eBAYGEhkZCSPPvqorTwyMpLOnTs7sGUiN8YwDF555RVWr17Npk2bqF27tqObVCwoAEmOTpw4QcuWLalRowYzZszg1KlTtveqVq3qwJaVXDExMZw5c4aYmBisViu7d+8GoF69epQtW9axjSvmhg4dSu/evWnatKmtNzMmJkZj2grAhQsX+PPPP23H0dHR7N69m5tvvpkaNWo4sGUlz8CBA1m6dCmff/455cqVs/VyVqhQgVKlSjm4dUWXpsFLjhYuXMjTTz+d5Xv6T6dg9OvXj48//jhT+caNG2nZsmXhN6iEmT17NtOmTSMuLo7GjRszc+ZMTRUuAJs2baJVq1aZyvv27cvChQsLv0ElWHZj2BYsWEC/fv0KtzHFiAKQiIiIOB0N5hARERGnowAkIiIiTkcBSERERJyOApCIiIg4HQUgERERcToKQCIiIuJ0FIBERETE6SgAiTihI0eOYLFYbKtMFxe1atVi1qxZ+Xa9li1bEhwcnG/XcwSLxcKaNWuA4vvnKuIICkAiJcz1dp0vDivDLly4kJtuuilT+c8//0z//v0Lv0FFwLhx47jzzjszlcfFxdGhQ4fCb5BIMae9wERKmLi4ONvvV6xYwdixYzl48KCtrFSpUpw9e9YRTcNqtWKxWPK8oa63t3c+t6j40558InmjHiCREqZq1aq2V4UKFbBYLJnK0v3111+0atWK0qVLc8cddxAVFZXhWtu2beP++++nVKlS+Pv7M2jQIP755x/b+2fPnqVPnz5UrFiR0qVL06FDBw4dOmR7P70n58svv6RRo0Z4enpy9OhRUlJSGD58ONWrV6dMmTI0a9aMTZs2AeYeUk8//TSJiYm2Xqtx48YBmR+BnTt3jv79++Pj44OXlxeNGzfmyy+/BOD06dP07NkTPz8/SpcuTZMmTVi2bJnd3+eUKVPw8fGhXLlyPPvss4wcOTJDT0xWj9G6dOmSoadt8eLFNG3alHLlylG1alWefPJJTp48aXt/06ZNWCwWNmzYQNOmTSldujQtWrSwBdeFCxcyfvx49uzZY/tO0vfTuvoRWFb27dtHx44dKVu2LD4+PvTu3ZuEhATb+ytXrqRJkyaUKlWKSpUq0bp16wx/xiIllQKQiBMLCQlh2LBh7N69m/r169OzZ09SU1MB+O2332jXrh1du3bl119/ZcWKFfzwww+8/PLLtvP79evHjh07WLt2LVFRURiGQceOHbly5YqtzsWLFwkPD+ejjz5i7969VKlShaeffpqtW7eyfPlyfv31Vx577DHat2/PoUOHaNGiBbNmzaJ8+fLExcURFxfHsGHDMrU9LS2NDh06sG3bNhYvXsy+ffuYMmUKrq6uAFy+fJnAwEC+/PJLfv/9d/r370/v3r3Zvn17rr+fTz/9lLCwMCZNmsSOHTvw9fVl9uzZdn/PKSkpTJw4kT179rBmzRqio6OzfBQZEhLCG2+8wY4dO3Bzc+OZZ54BoEePHrz66qvcdttttu+kR48e171vXFwcDzzwAHfeeSc7duzgm2++4e+//+bxxx+3vd+zZ0+eeeYZ9u/fz6ZNm+jatas2OhbnYIhIibVgwQKjQoUKmcqjo6MNwPjoo49sZXv37jUAY//+/YZhGEbv3r2N/v37Zzhvy5YthouLi3Hp0iXjjz/+MABj69attvcTEhKMUqVKGZ9++qnt/oCxe/duW50///zTsFgsRmxsbIZrP/TQQ8aoUaNybHfNmjWNmTNnGoZhGN9++63h4uJiHDx4MNffR8eOHY1XX33VdvzAAw8YgwcPzrZ+8+bNjQEDBmQoa9asmXHHHXfkeI3OnTsbffv2zfa6P/30kwEY58+fNwzDMDZu3GgAxnfffWer89VXXxmAcenSJcMwDCMsLCzDfdMBxurVqw3D+PfPddeuXYZhGEZoaKjRtm3bDPWPHTtmAMbBgweNnTt3GoBx5MiRbNsqUlKpB0jEid1+++223/v6+gLYHs3s3LmThQsXUrZsWdurXbt2pKWlER0dzf79+3Fzc6NZs2a2a1SqVIkGDRqwf/9+W5mHh0eG+/zyyy8YhkH9+vUzXHvz5s0cPnw4123fvXs3fn5+1K9fP8v3rVYrkyZN4vbbb6dSpUqULVuW9evXExMTk+t77N+/n+bNm2cou/Y4N3bt2kXnzp2pWbMm5cqVo2XLlgCZ2pLTn0de7Ny5k40bN2b4nm+99VYADh8+zB133MFDDz1EkyZNeOyxx/jwww8dNj5MpLBpELSIE3N3d7f93mKxAOajpfRfX3jhBQYNGpTpvBo1avDHH39keU3DMGzXAnPQ9dXHaWlpuLq6snPnTtvjqnRly5bNddtLlSqV4/tvvPEGM2fOZNasWTRp0oQyZcoQHBxMSkpKru+RGy4uLpkeGV39CPCff/6hbdu2tG3blsWLF+Pt7U1MTAzt2rXL1Jac/jzyIi0tjUceeYSpU6dmes/X1xdXV1ciIyPZtm0b69ev55133iEkJITt27dTu3btPN9XpDhQABKRLAUEBLB3717q1auX5fuNGjUiNTWV7du306JFC8AcePzHH3/QsGHDbK971113YbVaOXnyJEFBQVnW8fDwwGq15ti+22+/nePHj/PHH39k2Qu0ZcsWOnfuzFNPPQWYYeDQoUM5tu1aDRs25Mcff6RPnz62sh9//DFDHW9v7wwz76xWK7///jutWrUC4MCBAyQkJDBlyhT8/f0B2LFjR67bkC4338m1AgICWLVqFbVq1cLNLeu/7i0WC/feey/33nsvY8eOpWbNmqxevZqhQ4fa3UaR4kSPwEQkSyNGjCAqKoqBAweye/duDh06xNq1a3nllVcAuOWWW+jcuTPPP/88P/zwA3v27OGpp56ievXqdO7cOdvr1q9fn169etGnTx8iIiKIjo7m559/ZurUqaxbtw4wZ3tduHCBDRs2kJCQwMWLFzNd54EHHuD++++nW7duREZGEh0dzddff80333wDQL169Wy9G/v37+eFF14gPj7eru9g8ODBzJ8/n/nz5/PHH38QFhbG3r17M9R58MEH+eqrr/jqq684cOAAL730EufOnbO9X6NGDTw8PHjnnXf466+/WLt2LRMnTrSrHenfSXR0NLt37yYhIYHk5OTrnjNw4EDOnDlDz549+emnn/jrr79Yv349zzzzDFarle3btzN58mR27NhBTEwMERERnDp1yq6QKFJcKQCJSJZuv/12Nm/ezKFDhwgKCuKuu+4iNDTUNjYFYMGCBQQGBvLwww/TvHlzDMNg3bp1GR7lZGXBggX06dOHV199lQYNGtCpUye2b99u6yFp0aIFAwYMoEePHnh7ezNt2rQsr7Nq1Sr+85//0LNnTxo1asTw4cNtvSShoaEEBATQrl07WrZsSdWqVenSpYtd30GPHj0YO3YsI0aMIDAwkKNHj/Liiy9mqPPMM8/Qt29f+vTpwwMPPEDt2rVtvT9g9hAtXLiQzz77jEaNGjFlyhRmzJhhVzsAunXrRvv27WnVqhXe3t65mtJfrVo1tm7ditVqpV27djRu3JjBgwdToUIFXFxcKF++PN9//z0dO3akfv36jBkzhjfeeEMLK4pTsBjXPrwWEZFsjRs3jjVr1mi7CZFiTj1AIiIi4nQUgERERMTp6BGYiIiIOB31AImIiIjTUQASERERp6MAJCIiIk5HAUhEREScjgKQiIiIOB0FIBEREXE6CkAiIiLidBSARERExOkoAImIiIjT+X8CTwX9hHZxgwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 7 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 8 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 9 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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mzBjS0tIcX/v27bvcH0dERKTEiI2F/v1zhx+AAwfM9thYz9RVFDw2AlStWjV8fX3zjPYcOnQozyhPtpo1a+bbv0yZMlStWhWAcePGMXjwYO6//34AmjdvzqlTp3jwwQcZO3YsPj55M19AQAABAQHu+LFERERKBLvdHPnJbyawYYDFAiNHQq9e4Otb5OUVOo+NAPn7+xMREUFcXFyu9ri4ONq0aZPva1q3bp2n/6pVq2jZsiV+fn4AnD59Ok/I8fX1xTAMPDjfW0REpFiJj8878nMhw4B9+8x+pZFHH4GNHj2aDz/8kNmzZ5OYmMioUaNITk5m+PDhgPloasiQIY7+w4cPZ+/evYwePZrExERmz57NrFmzePLJJx19evTowbvvvsu8efNISkoiLi6OcePG0bNnT3xLY4QVERG5DCkp7u1X0njsERhAVFQUR48eZdKkSaSkpNCsWTNWrFhBnTp1AEhJScm1J1C9evVYsWIFo0aN4p133qFWrVq8+eab9OvXz9Hnueeew2Kx8Nxzz3HgwAGqV69Ojx49ePHFF4v85xMRESmuQkPd26+k8eg+QMWV9gESEZHSzm6HunXNCc/5JQGLxVwNlpRUcuYAufL726MjQCIiIlJ07HZzTk9Kijmy88YbMGCAGXYuDEHZC66nTSs54cdVCkAiIiJeoKD9fp580twA8Z/t06aV7n2AFIBERERKuez9fv75qOvAAXjtNZg/H6pXzxkZatu29I78ZFMAEhERKcWc2e/niSdK1lwfd/D4TtAiIiJSeLx9v5+CKACJiIiUYt6+309BFIBERERKMW/f76cgCkAiIiKlWNu25qqugs4Zt1ggPNzs500UgEREREoxX1+YPt388z9DkDfs91MQBSAREZFSrm9fWLgQatfO3R4WZraX5v1+CqJl8CIiIl6gb1/o1Sv3TtDesN9PQRSAREREvISvL7Rr5+kqigcFIBERkVLon+d+efNoT34UgEREREqZgs79mj7dO+f75EeToEVEREqR7HO//rn784EDZntsrGfqKm4UgEREREqJS537BTBypNnP2ykAiYiIlBI698t5CkAiIiKlhM79cp4CkIiISCmhc7+cpwAkIiJSSujcL+cpAImIiJQC2fv+9O9vzvXRuV8Xp32AREREiokLNy+sUcNsS02Fw4ehenWoWdNsO3Qo5/qhQ7BzJ3zwQe4J0D4+uVd7hYWZ4Uf7AJkUgERERDzMbocXXzQ3Kjx2zH33BHPZe69e2gn6n/QITERExINiYyEkBMaPd1/4yWaxwKJFCj/5UQASERHxkNhY6NcPjh4tnPtr35+CKQCJiIh4QPauzUVB+/7kpQAkIiLiAZfatdmdtO9PXpoELSIi4gFFMSpjsZirv7TvT14aARIREfGAwh6V0b4/F6cAJCIi4gGX2rX5SoWFwcKF2venIHoEJiIiUsSyNzzs18/c+8cdwsLggQfg6qvN0SUtfb84BSAREZEiFBtrrv662AToKlXgscfMEOPMTtAKPK5TABIRESkisbE5Z3VdzMyZcNddRVOTt9IcIBERkSKQve/PpcKPxQJPPJH7HC9xPwUgERGRIuDsvj/avbloKACJiIgUAVf3/dHuzYVLAUhERKQIuLrvj3ZvLlyaBC0iIlIEDh92rp92by4aGgESEREpZHY7jB7tfH/t3lz4FIBEREQKmbMToKtX1+7NRUUBSEREpJA5O6H5jTcUfoqKApCIiEghc3ZCc+3ahVuH5FAAEhERKWSHD198To/FAuHhmvhclLQKTEREpBDFxkJU1KV3gNbE56KlESAREZFC4szxF76+sGCB5v4UNQUgERGRQuLM6i+7HapVK5p6JIcCkIiISCFxdvWXjr0oegpAIiIiheT3353rp2Mvip4CkIiISCH49FOYNOnS/XTshWdoFZiIiIibxcbCgAHO9X3gAa3+8gSNAImIiLiR3Q4PPuh8/6uvLrxaiqWjR+H992HRIo+WoREgERERN3rxRfN3vLO8Yv7PqVPw2Wdgs8HKlXD+PLRsCf36eawkBSARERE3sdth+nTn+5fq3Z/Pn4evvoKYGFiyxAxB2W64wXxGmJUFPp55GKUAJCIi4ibx8XDsmPP9S93uz1lZkJBgjvQsWABHjuRcq1cPrFbzq2lTz9X4NwUgERERN1myxLl+Pj4wf34p2v3555/N0DN3Luzdm9Neo4Z5DojVCq1amYeeFRMKQCIiIm7wn/84//hr3Djo379w6yl0e/eagcdmMwNQtgoVzGRntULHjlCmeEaN4lmViIhICfLppzB1qnN9q1Y1A1CJdOSI+WjLZoN163La/f2hWzcz9HTvDmXLeq5GJykAiYiIXAG7HR5+2Pn+779fwub9nDwJS5eaoWfVKsjMNNstFmjXzgw9/fpB5coeLdNVCkAiIiJXID4+91zfixk5soTM+8nIgC+/NEPP0qVw5kzOtYgIM/RERUHt2p6r8QopAImIiFyBpUud79urV+HVccWysuC778zQ8+mnuZezNWwI0dEwaBA0buy5Gt1IAUhEROQy2e3wySfO9a1evRju+WMYsG1bzgqu/ftzrtWsCQMHmqM9LVsWqxVc7qAAJCIicplcefw1Y0Yxmvuze3fOCq7t23PaK1Y05/NYrdC+fTEq2P0UgERERC5TSopz/bp3LwbL3v/8M2cF14YNOe0BAWaBVqu5kisw0HM1FiEFIBERkcvk7DleTzxRuHUUKD3d3J3RZjOPpbDbzXYfH+jQwZzX06cPBAd7qEDPUQASERFxgd0Oa9bAN9+YT5LKls29SOqfivy8r3Pn4IsvzNDz2Wdw9mzOtZtvNkd6BgzwklNYC6YAJCIi4qTYWHjwQedPe7dYiui8L7sdvv3WDD0LF8Lx4znXGjfOOYOrYcNCLqTkUAASERFxQmysOT/YFU8+WYj7/hgG/PijGXrmzYODB3Ou1aplLlm3WuHGG0vdCi538MwZ9BeYMWMG9erVIzAwkIiICOLj4y/af+3atURERBAYGEj9+vWZOXNmnj7Hjx/nkUceITQ0lMDAQJo0acKKFSsK60cQEZFSzm6Hxx93/XVz5+ZMu3GbnTth0iRo0sRcnv7f/5rhp1IluP9+WL0akpPhtdegRQuFnwJ4dARo/vz5jBw5khkzZnDLLbfw3nvv0bVrV7Zv385VV12Vp39SUhLdunXjgQce4JNPPmHdunU8/PDDVK9enX5/x/KMjAw6d+5MjRo1WLhwIWFhYezbt4+goKCi/vFERKSUiI+HAwdcf93+/eZr27W7wgJSUszj4202+OGHnPbAQOjZ0xzpueMOc0WXOMViGIbhqTdv1aoVLVq04N1333W0NWnShN69ezNlypQ8/Z9++mmWLVtGYmKio2348OFs27aNhIQEAGbOnMnUqVPZsWMHfn5+l1VXeno6wcHBpKWlUbFixcu6h4iIlA52uzlnODb28l5vs5lPo1yWlma+aUyMOaqTlWW2+/pC585m6OndG/QXfAdXfn977BFYRkYGmzdvJjIyMld7ZGQk69evz/c1CQkJefp36dKFTZs2cf78eQCWLVtG69ateeSRRwgJCaFZs2a89NJL2C8yBnnu3DnS09NzfYmIiCxcaOaLyw0/4OJiq7NnYdEic7JRSAjcey98/bUZflq3hrfeMoeivvgCBg9W+LkCHnsEduTIEex2OyEhIbnaQ0JCSE1Nzfc1qamp+fbPzMzkyJEjhIaGsnv3br755huio6NZsWIFO3fu5JFHHiEzM5Pnn38+3/tOmTKFiRMnuucHExGRUuGpp8xpNFciLMyJJfB2uznCY7OZ4efCv4Q3bWru1TNwINSvf2XFSC4eXwVm+cfkLMMw8rRdqv+F7VlZWdSoUYP3338fX19fIiIiOHjwIFOnTi0wAI0ZM4bRo0c7vk9PTyc8PPyyfh4RESn5nnwSXn/9yu8zfXoBS+ANw5zLY7OZc3su/It/eHjOCq7rrtMk5kLisQBUrVo1fH1984z2HDp0KM8oT7aaNWvm279MmTJUrVoVgNDQUPz8/PC94H9xTZo0ITU1lYyMDPz9/fPcNyAggABNHBMREcw8cqXhp2pVeP/9fJbA79iRcwbXH3/ktFepYk40slrhllvMnZqlUHksAPn7+xMREUFcXBx9+vRxtMfFxdGrV698X9O6dWs+++yzXG2rVq2iZcuWjgnPt9xyCzabjaysLHz+/h/Q77//TmhoaL7hR0REJNu8eZc5YRno1MncaLlDB3PVl+Pv4QcOmDe22cx9e7KVKwe9epmhJzIS9DuqaBkeNG/ePMPPz8+YNWuWsX37dmPkyJFG+fLljT179hiGYRjPPPOMMXjwYEf/3bt3G+XKlTNGjRplbN++3Zg1a5bh5+dnLFy40NEnOTnZqFChgvHoo48av/32m7F8+XKjRo0axgsvvOB0XWlpaQZgpKWlue+HFRGRYuXcOcN4/XXD6NnTMFq0MIxKlQzDfDbl+ldYmGFkZl5w82PHDOODDwyjXTvDsFhyOvr6Gka3boYRE2MYJ0547GcvrVz5/e3ROUBRUVEcPXqUSZMmkZKSQrNmzVixYgV16tQBICUlheTkZEf/evXqsWLFCkaNGsU777xDrVq1ePPNNx17AAGEh4ezatUqRo0axXXXXUft2rUZMWIETz/9dJH/fCIiUjw98YS5f6C7TJ8OvudOw/Ll5kjPihXw9+pkAG691Rzp6d8fqld33xvLZfPoPkDFlfYBEhEpvW66CTZtcs+9KlXI5LORX3Nrss1cK3/yZM7F664zQ8/AgfD3X+ylcLny+9vjq8BERESKSvfu7gg/Brf4bOD1CBs375mP5YXDOZfq1Mk5eLRZsyt9IylECkAiIuIVuneHzz+//Nc3YTvRxDCIudTPSoLsEymqVYOoKDP0tG6tZeslhAKQiIiUana7eW7ozp2uvzacZAYyDys2bmBbzoXy5aFPHzP0dOoEl3n0kniOApCIiJRKdjtMnAiTJ7v2uiocpT8LiSaG24h3tGfgx86GXbn2BSv06GEuY5cSSwFIRERKnQULzBMkMjOd61+OU/RkGVZs3MFK/Mh54RpuZ76vlTve70eve6sWUsVS1BSARESkxLPbzTND58wxV6JfuBirIGU4TySrsGKjN0soz2nHtR+5ERtW5hPFVW3C+fbbAo60kBLL5QC0b98+LBYLYWFhAGzcuBGbzUbTpk158MEH3V6giIjIxSxcaB6MfvbspftayKIN67FiYwALqMZRx7Vd1MeGFRtWdtCEcuVg9mxzfrOUPi4HIKvVyoMPPsjgwYNJTU2lc+fOXHvttXzyySekpqYWeOCoiIiIO2VkmCdIrF176b7N+NmxgqsOORvs/kkN5jEQG1Z+D76ZljdZ6HMTdOz4j+MspNRxOQD98ssv3HzzzQAsWLCAZs2asW7dOlatWsXw4cMVgEREpND95z8wderF+9RhD4OYixUbzfnF0Z5OELH0xYaVb+iAnTLceSd8v7yQi5ZixeUAdP78ecfJ6V999RU9e/YE4JprriElJcW91YmIiPzDxY6xqMZhBrAAKzZuYb2j/Rz+fM6d2LDyOXdylrKOaxER5rwh8S4uB6Brr72WmTNncueddxIXF8fkv9cXHjx4kKpVNTteREQKh90Od90Fixfnbq/ACXqxFCs2IllFGewAZGFhNe2xYWUR/UijUp57tmjhvmMxpGRxOQC98sor9OnTh6lTpzJ06FCuv/56AJYtW+Z4NCYiIuIuZ85Az57w1Vc5bX5kcAcrsWKjJ8soxxnHtR9o6VjBlUKtAu/bowcsW1aYlUtxdlmHodrtdtLT06lcubKjbc+ePZQrV44aNWq4tUBP0GGoIiKeY7fDqlXmHJ/4+Jy9fCxk0ZZ4rNi4i0+pwl+O1/zO1Y4VXDtpdNH7+/pCTIxWd5VGhX4YqmEYbN68mV27dmG1WgkKCsLf359y2hVTRESuwNy5cPfdkJWV3WJwPduIJoaBzCOc/Y6+Bwl1rODaTARw8TO4LBZ47jkYP16ru+QyAtDevXu54447SE5O5ty5c3Tu3JmgoCBeffVVzp49y8yZMwujThERKaXOnIERI8xNDLNHe+qzy7GCqymJjr7HCWYR/YghmrXcThbOJZn+/WHePAUfyeFyABoxYgQtW7Zk27ZtuSY99+nTh/vvv9+txYmISOlkt8MXX5jHVaSnm20hpDpWcP2L7x19zxLAZ/TAhpUv6Mo5Ap16j8qV4dln4fHHwd+/MH4KKclcDkDfffcd69atw/8f/2uqU6cOBw4ccFthIiJSOsXEmDs3GwYEkc4QFmPFRie+whfz2ZcdH76iEzasLKE36QS79B5PPAGvvVYY1Utp4XIAysrKwm6352nfv38/QUFBbilKRERKn4wMCA2Fk8fO0YsVWLHRneWUJecMiw20woaVBQzgT2q6/B5NmsDWrRrxkUtzOQB17tyZadOm8f777wNgsVg4efIk48ePp1u3bm4vUERESr5Rj9vZ9tZaXsFGfxZSiTTHtR00JoZo5jKIXTS87Pfo2ROWLnVHteINXF4Gf/DgQdq3b4+vry87d+6kZcuW7Ny5k2rVqvHtt99qGbyIiJc7eRIGDoQvVxpcb9+MFRsDmUctck4L2E9t5jIIG1a2cgOXWsF1MRaLuXpMy9rFld/fl7UP0JkzZ5g7dy4//vgjWVlZtGjRgujoaMqWLXvpF5cACkAiIq47cwbCw6HK0d8dK7ga87vj+jEq8yl3YcNKPG0x8Lmi97NYYOxYmDBBq7vEVOgBqLRTABIRcU5amnkie/LGFAYyDys2biLnbInTlGUZPbFh5Uu6kEHAFb9n1armROpOnRR8JLdC3Qjx448/vuj1IUOGuHpLEREpITIy4NVX4ZVXwPfkcfoSy4vY6MA3+GD+fToTX+LoTAzRLKUXJ7nyBTIBATB0KEybBqXkYYN4mMsjQBcefwHm6fCnT5927AR97NgxtxboCRoBEhHJceYMPPIIfPwx+NnPcCefY8XGnXxOABmOfutogw0rn3IXh3HPfFAfH7DZNL9HnFOoI0B//fVXnradO3fy0EMP8dRTT7l6OxERKYayH21t3Ai+ZNKe1XyAjb7EEky6o98vXEsM0cxjIHuo57b3b9bM3MdHj7mksFzWWWD/dPXVV/Pyyy9z9913s2PHDnfcUkREPODwYahZE7KyDG5mI9OwEcV8avKno89ernKs4PqZ5lzJCq4LaW6PFCW3BCAAX19fDh486K7biYhIEcme1zNuHDRmB+P/Ple9IbscfY5QlQUMwIaV9bS54hVcFwoIgL/+0tweKVouB6Bly5bl+t4wDFJSUnj77be55ZZb3FaYiIgUHrsdYmPNk9erZ+xnIPPYjI0WbHH0OUU5ltAbG1ZWEUkmfm6v47HH4M033X5bkUtyOQD17t071/cWi4Xq1avToUMHXn/9dXfVJSIibpaRAS+/DJMnQ1DmMfqxiJXYuJ21jhVc5ynDl3QhhmiW0ZPTlC+UWmrVgqQkHVkhnnNZZ4GJiEjJceYMRETAnsTT9OAzFmKjK1/gz3lHn29piw0rC+nPUaq5vQYfHyhfHm67DebNgwoV3P4WIi5x2xwgEREpXk6ehMb1z9P88NeMIYbeLCGIk47rW7keG1bmMZB9XFUoNTzyCLz9dqHcWuSKOBWARo8e7fQN//vf/152MSIicuWOHTXoUzOBuzJtbGEBNTjsuJZE3b+nOFvZzrWF8v516sBDD8GoUXrEJcWXUwFoy5Ytl+6EOR9IRESK3rFjcPeNv3JLshlv1rLHce0Q1ZlPFDasbOBfuGvZ+oVatYIvv4TgYLffWqRQOBWAVq9eXdh1iIiIi9LSwHrLXpr9ap7BtYKfHNdOUIHF9MGGla/p6PYVXD4+MGyY+XhLy9elJNIcIBGREuTMGRh59xEssQuJJobP+c5xLQM/VtANG1aW050zlHPrewcEQHS0Qo+UDpcVgH744Qc+/fRTkpOTycjIyHUtNjbWLYWJiIgpLQ26tztJ+NZlWLHxNl/iRyYAWVhYy+3YsLKIfvxFFbe//9KlcOed2p1ZSheXA9C8efMYMmQIkZGRxMXFERkZyc6dO0lNTaVPnz6FUaOIiNfJyICXJp7nh5dWEU0MK1lKeU47rm+mBTaszCeKA4S5/f19feHQIaji/jwlUiy4HIBeeukl3njjDR555BGCgoKYPn069erV49///jehoaGFUaOIiFc4cwbuHZbF/gXrsGLjUT6lGkcd1/+ggWMF129cUyg13HwzrFqlycxS+rkcgHbt2sWdd94JQEBAAKdOncJisTBq1Cg6dOjAxIkT3V6kiEhplZYG7dsZZG79GSs2XmYudUh2XE8lhHkMxIaVH7iJwljBdc01sG6dRnvEu7gcgKpUqcKJEycAqF27Nr/88gvNmzfn+PHjnD59+hKvFhGRw4ehWTModyiJQczlY2w041fH9XSCWEQ/bFhZTXvshbBeJTAQUlM10iPey+X/V7Vt25a4uDiaN2/OgAEDGDFiBN988w1xcXF07NixMGoUESnxzpyBe+6Bb+YfYgALWIyNNiQ4rp/Dn+V0x4aVFXTjLIWzzCooCA4e1FEUIk4HoK1bt3LDDTfw9ttvc/bsWQDGjBmDn58f3333HX379mXcuHGFVqiISElz4AA0aAB+507QmyUMxcYnxFEGO2Cu4PqGDsQQzWL6kEalQqulTh345RcFH5FsFsMwDGc6+vj4cOONN3L//fdjtVoJLsXjpunp6QQHB5OWlkbFihU9XY6IlCCpqdCoEZw9kcEdrCSaGHrwGeU44+izkZscK7hSKbzFI76+8Pzz8MwzOpJCvIMrv799nL3punXraNGiBc888wyhoaHcfffd2iFaRLxeWhrceCNYLOBjyWJg6BpeO/EgqdRkGb2IYgHlOMNvNGI8E7ia32nFRqYzslDCj8UCEyfCuXOQmWkGIIUfkbycHgHKdubMGRYsWMCcOXOIj4+nbt263HvvvQwdOpSwMPfvReEJGgESkfwcOwY33QS7d1/YanAjW7BiYyDzCOOA48pBQpnLIGxY+ZEWFMYKrmzDhsGMGdqhWbybK7+/XQ5AF9q1axdz5szh448/JiUlhc6dO7NixYrLvV2xoQAkItkOHID69c2NCS/UgD8YxFys2GjCDkf7cYJZSH9iiOZbbiOLwts++aabIC5OK7lEshVZAAI4efIkMTExPPvssxw/fhy73X4ltysWFIBEvJPdDjYbDBmS//UQUhnAAqKJoRUbHe1nCOQzemDDyhd0JYOAQquxSxdYuFCTmUXy48rv78veXGLt2rXMnj2bRYsW4evry4ABA7jvvvsu93YiIkXu5Eno29ccRSlIRdLow2Ks2OjI1/iSBYAdH+LojA0rS+jNCQrvL0vh4bB5M1SvXmhvIeJ1XApA+/bt46OPPuKjjz4iKSmJNm3a8NZbbzFgwADKly9fWDWKiLjNsWPQsiUkJRXcJ4CzdGMFVmx0ZzmBnHNcS+Bf2LCygAEcIqTQ6mzcGNav1+7MIoXF6QDUuXNnVq9eTfXq1RkyZAj33nsvjRs3LszaRESumDOjPAA+2GnHGqzY6MciKpHmuJbINcQQzVwGsZsGhVZr584QG6vHWyJFwekAVLZsWRYtWkT37t3x9S28SX0iIlfiUvN4cjOIYDPRxDCQeYSS6riyjzDHCq5tXE9hreAaNw6ee05L1UWKmtMBaNmyZYVZh4jIZXN2lCfb1fz+95nqNhqx09F+lCp8yl3YsPIdt2I4v1WaS8LC4McfNadHxJPcf8KeiEgRcG2kB0I5yEDmYcVGSzY72k9TlqX0woaVL+nCeQpnKEYjPSLFiwKQiJQYroaeSvxFX2KxYqM9q/HB3PUjE19WEUkM0SylF6dw/6QbiwXuvhvee0+bE4oURwpAIlKsObNq60KBnKE7y7FioxsrCCBnB8PvuAUbVj7lLo7g/udPjRpBQoJWbomUBApAIlLspKVBu3awdatz/X3JpAPfYMVGX2KpyAnHtZ9pRgzRzGMge6nrthpbtIBvvtEuzCIllVMByJUJ0D179rzsYkTEe508Cf36wapVzr7CoBXfY8VGFPMJ4ZDjyl6u+nuKs5VfaO6W+nx84Nlnzbk8mscjUvI5FYB69+6d63uLxcKFJ2hYLDnLQ0vDURgiUvjS0qB9e9iyxbXXXUOiYwVXA3JOJT1MNRYwABtWEmh9xSu4ypWDxES46qoruo2IFFNO/RciKyvL8bVq1SpuuOEGvvjiC44fP05aWhorVqygRYsWrFy5srDrFZES7ORJ8ywriwUqVXI+/ISxjyeZyo/cSCJNGccLNGA3JynPJ0TTjc+pxUEe5R3Wc8tlhZ/ateHQITAM8+vUKYUfkdLM5TlAI0eOZObMmdx6662Oti5dulCuXDkefPBBEhMT3VqgiJRsZ87APffA/Pmuva4yx+jPQqzYuI1vHSu4zlOGL+iKDSuf0YPTXP4xPFdfDRs2aNKyiDdyOQDt2rWL4Hxm/QUHB7Nnzx531CQiJdiZM3DffTB3ruuvLctperIMKzbuYCX+nHdcW8tt2LCykP4co+pl1Va7tjnqpA0IRcTlAHTTTTcxcuRIPvnkE0JDQwFITU3liSee4Oabb3Z7gSJSMhw4YJ5afsH0QKeU4Tyd+AorNvqwmAqcclzbwg3YsDKPgewn3OWaNI9HRAricgCaPXs2ffr0oU6dOlz1939VkpOTadSoEUuWLHF3fSJSjKWmmqeWp6e79joLWbQmASs2BrCA6hxxXNtNPccKrkSaulyTRnlExBkuB6CGDRvy008/ERcXx44dOzAMg6ZNm9KpU6dcq8FEpPRKS4PKlV0f7bmWXxwruOqy19H+JzWYTxQ2rHxPK1w9eFQjPSLiKothuPqfsBxnz54lICCg1AWf9PR0goODSUtLo2LFip4uR6TYOHYMQkIgM9P511zFXgYxFys2ruNnR/sJKhBLX2xY+ZqO2F38+5hCj4j8kyu/v11eK5qVlcXkyZOpXbs2FSpUIOnv/enHjRvHrFmzLq9iESmWDh+GmjXNZesWC1St6lz4qcoRhvMu8dzKXuryMmO4jp85hz+L6c1dLKAGhxjG/1hFF6fDT0QEHD+uZeoicuVcDkAvvPACH330Ea+++ir+F2yH2rx5cz788EOXC5gxYwb16tUjMDCQiIgI4uPjL9p/7dq1REREEBgYSP369Zk5c2aBfefNm4fFYsmzkaOIXFxqqhl4atSAP/907jXlOYmVGJZzJymE8i4PcyvryMLCN7Tnfj6gJqn0ZTELuYuzOHdCaIsWOaFn0yYdPSEibmK4qEGDBsZXX31lGIZhVKhQwdi1a5dhGIaRmJhoVKpUyaV7zZs3z/Dz8zM++OADY/v27caIESOM8uXLG3v37s23/+7du41y5coZI0aMMLZv32588MEHhp+fn7Fw4cI8fffs2WPUrl3baNu2rdGrVy+X6kpLSzMAIy0tzaXXiZRU584ZxsSJhlGmTPY2gM59+XHOuJPPjBgGGScpl+viD0QYo3jdqMV+l+4JhhEWZhiHDnn6UxGRksaV398uzwEqW7YsO3bsoE6dOgQFBbFt2zbq16/P9u3bufnmmzl58qTT92rVqhUtWrTg3XffdbQ1adKE3r17M2XKlDz9n376aZYtW5Zrs8Xhw4ezbds2EhISHG12u53bb7+de+65h/j4eI4fP+7SCjXNAZLSKCMDXn4ZJk92bQ7PP1nI4la+w4qNu/iUqhxzXNtJQ8cKrt9p7PQ9IyLg6681uiMiV8aV398urwK79tpriY+Pp06dOrnaP/30U2688Uan75ORkcHmzZt55plncrVHRkayfv36fF+TkJBAZGRkrrYuXbowa9Yszp8/j5+fHwCTJk2ievXq3HfffZd8pCZSWtntEBtrbkp44sSl+1+cwXX8RDQxDGIu4ex3XEmhJvMYiA0rm2iJsyu4GjWChATtwiwinuFyABo/fjyDBw/mwIEDZGVlERsby2+//cbHH3/M8uXLnb7PkSNHsNvthISE5GoPCQkhNTU139ekpqbm2z8zM5MjR44QGhrKunXrmDVrFlu3bnW6lnPnznHu3DnH9+mubmoiUkxkh56hQ80dma9UPXY7VnBdy3ZHexoVWUQ/bFhZTXuy8HXqfgo9IlJcuByAevTowfz583nppZewWCw8//zztGjRgs8++4zOnTu7XMA/l9AbhnHRZfX59c9uP3HiBHfffTcffPAB1apVc7qGKVOmMHHiRBeqFik+7HZYutQ8b8sd2b06hxjAAqzYaEPOo+WzBLCc7tiwsoJunCPwkvdS4BGR4sqlAJSZmcmLL77Ivffey9q1a6/ojatVq4avr2+e0Z5Dhw7lGeXJVrNmzXz7lylThqpVq/Lrr7+yZ88eevTo4bielZUFQJkyZfjtt99o0KBBnvuOGTOG0aNHO75PT08nPNz1bfdFikpaGkRGwsaN7rlfEOn0ZglWbHTiK8pgB8COD9/QgRiiWUwf0rn0JJ1y5eD3380dmUVEiiuXAlCZMmWYOnUqQ4cOveI39vf3JyIigri4OPr06eNoj4uLo1evXvm+pnXr1nz22We52latWkXLli3x8/Pjmmuu4eeff851/bnnnuPEiRNMnz69wFATEBBAQEDAFf5EIoXnzBl45BHzgNGzZ91zT3/OcQcriSaGHnxGWXJu/D03Y8PKAgaQSqhT92vZ0jxZ3de5p2EiIh7l8iOwTp06sWbNGoYNG3bFbz569GgGDx5My5Ytad26Ne+//z7JyckMHz4cMEdmDhw4wMcffwyYK77efvttRo8ezQMPPEBCQgKzZs1i7t/HTgcGBtKsWbNc71GpUiWAPO0ixV126Pnf/+Dvgcwr5oOd2/gWKzb6s5DKHHdc20FjxwquXTR0+p5hYeaIT1nntvURESkWXA5AXbt2ZcyYMfzyyy9ERERQvnz5XNd79uzp9L2ioqI4evQokyZNIiUlhWbNmrFixQrHCrOUlBSSk5Md/evVq8eKFSsYNWoU77zzDrVq1eLNN9+kX79+rv4YIsWK3Q5ffAHPPgv/GMR0A4Mb2UI0MQxkHrU56LhygFrMZRA2rGzhRpxdweXnB9HRMGOGgo+IlEwu7wPk41Pw5tEWiwW73X7FRXma9gGSopKRAffeCzEx7r93Q3Y6VnBdw2+O9r+oxEL6E0M08bR1egXXokXQq5cecYlI8VWo+wBluWssXsSLnTkDN98Mv/zi3vvWJIUBLCCaGG7mh5z3I5Bl9MSGlZXcQQbOzXmrXh1++sk8D0xEpDRxOQBd6OzZswQGXnoprIi3y8iA//4X3nkH9u+/dH9XVCSNvsRixUYHvsEX8y8pmfjyFZ2IIZol9OYkQU7dr3FjWL9eS9dFpHRzOQDZ7XZeeuklZs6cyZ9//snvv/9O/fr1GTduHHXr1uW+++4rjDpFSpSMDJg2DebMMScIu3vgNICzdGMF0cRwJ58TSM5GnutpjQ0rn3IXh8i7pUSZMtC5MyxYABUquLcuEZGSwuUA9OKLL/K///2PV199lQceeMDR3rx5c9544w0FIPF6o0aZ4cfdfLDTntVYsdGPRQSTs+vhrzQlhmjmMZAk6ud57c03w6pVOmtLRCSbywHo448/5v3336djx46O5eoA1113HTt27HBrcSIlQfYKrueeg23b3H13g5ZsIpoYophPKDkbgSYT7ljB9RPX8c8VXAo9IiIFczkAHThwgIYN8+4RkpWVxfnz591SlEhJYLfD+PHw4ovuv3cjfvt7Rx4bV/OHo/0oVVjAAGxYWcctGOSsyvTxMTcjVOgREbk0j50GL1IS2e1mwPjPf9y/gqsWBxjIPKzYiOBHR/spyrGUXtiwsopIzuPvuNaggfm4rWtXLU8XEXGFx06DFykpMjLgzTfhgw/MCc3uVIm/6McirNhoxxp8MLflysSXL+lCDNEsoyenMGcrly8P48fAU0+Bv//F7iwiIhfj8dPgRYqjM2fMyczz58Px4+69dyBn6M5yoomhGyvwJ+fRcTy3YsPKQvpzhOr4+kLduhrlERFxN5d3gvYG2gna+2SP8sTGwpYt7jtwNJsvmXTka6zY6EssQZx0XNvGddiwMo+BJFOHunXN4zC0RF1ExDWFuhO0SGlTWMvWweBfbMCKjQEsIIRDjit7qOM4ePRXzIN6rVZz3yA92hIRKXxOBaDKlStjsTh3SOKxY8euqCCRwma3w9dfm2Fj0SJw9+LFJmx3rOCqT5Kj/TDVmE8UNqwk0Bo/PwvXXgsrXoLISD3eEhEpSk4FoGkX/PX46NGjvPDCC3Tp0oXWrVsDkJCQwJdffsm4ceMKpUiRK5UdeiZNMo95cPeD3zD2OQ4evYGczYBOUp7F9MGGldU+nWhynR8vKfCIiHicy3OA+vXrR/v27Xn00Udztb/99tt89dVXLFmyxJ31eYTmAJUOGRnw9tswdy78+KP7j6OowlH6sxArNm7n25z3xY8v6IoNK5/Rg7pNyrF1qx5tiYgUNld+f7scgCpUqMDWrVvzbIa4c+dObrzxRk6ePFnAK0sOBaCSyW6HNWvgq6/AZoPkZPe/RzlO0ZNlWLFxByvxI9NxbQ23Y8PKIvpxrnxVoqPNuUVly7q/DhERyatQJ0FXrVqVxYsX89RTT+VqX7JkCVWrVnX1diJXJDv0zJgBy5eboz7uVobzdCYOKzZ6s4QKnHJc+5EbsWFlPlHsJ5zbboOUOI32iIgUdy4HoIkTJ3LfffexZs0axxygDRs2sHLlSj788EO3FyiSH7sdJk6EV14pnNBjIYs2rHes4KrGUce1XdR3rODaQRNq1TJXkj3+uIKPiEhJ4XIAGjZsGE2aNOHNN98kNjYWwzBo2rQp69ato1WrVoVRo4iD3Q6TJ8MLL5h/drdm/IwVG4OYS132Otr/pAbzGIgNKxu5mbAwC489BiNHKvSIiJRELgWg8+fP8+CDDzJu3DhiYmIKqyaRfC1cCEOGmLs0u1Md9jhWcDUn54CvdIKIpS82rGyr0oFOd5ThhWHQoYNWcImIlHQuBSA/Pz8WL16s5e5S5J56Cl57zX33q8Zh7uJTrNi4lXWO9nP48zl3ssDXyp8t7+TO/mVZrkdbIiKljsuPwPr06cOSJUsYPXp0YdQjkscTT8B//3vl96nACXqxFCs2IllFGcxnaFlYWE17bFhZ6tuPt/6vEvMGXfn7iYhI8eVyAGrYsCGTJ09m/fr1REREUL58+VzXH3/8cbcVJ3Kl4cePDLrwJVZs9GIp5ch5fvYDLR0ruBrcWovnn4f39XhLRMQruLwPUL169Qq+mcXC7t27r7goT9M+QJ5nt8PAgea8H1dZyKIt8VixcRefUoW/HNd+52psWFlZaRANujVm2DDN6RERKS0KdR+gpKSkS3cSuQILF8Lgwa6eyG5wPdscK7jC2e+4cpBQ5jOQLU2sXH9vBM8+bmGC5vSIiHi1yz4N/siRI1gsFm1+KG6RvaHhuHGQkOD86+qzy7GCqymJjvbjBBNr6cdPzaK589Xbebyzr0Z5RETEwaUAdPz4ccaOHcv8+fP56y/zsULlypUZOHAgL7zwApUqVSqMGqWUW7gQ7rsP0tOd61+DPxnAAqKJ4V9872g/SwBrg3pwJNJKrfu6MjQyUKFHRETy5XQAOnbsGK1bt+bAgQNER0fTpEkTDMMgMTGRjz76iK+//pr169dTuXLlwqxXShG7HaKjYf78S/cNIp0+LMaKjU58hS/myaZ2fPiGjuy9xcqQxX3oUj24kKsWEZHSwOkANGnSJPz9/dm1axchISF5rkVGRjJp0iTeeOMNtxcppYPdDvHxcOAAxMXBvHlw7lzB/f05R1e+IJoYurOcsuRMCtpAK2xYOdNjADMX19RIj4iIuMTpVWB169blvffeo0uXLvleX7lyJcOHD2fPnj3urM8jtArMvex2ePFFmD4djh27eF8f7NzOWqzY6M9CKpHmuLaDxsQQzVwGsYuGjB4Nr79eyMWLiEiJUSirwFJSUrj22msLvN6sWTNSU1Odr1JKnQtHeA4fhqpVYfVq+PRTOHnyYq80aMGPWLExkHnU5qDjyn5qM5dB2LCylRsAC4DCj4iIXBGnA1C1atXYs2cPYWFh+V5PSkrSijAvkh12UlKgRg3zz2+9dekRngs1ZOffZ6rbaMzvjvZjVOZT7sKGlXjaYuCT63VPPOHeYzFERMT7OB2A7rjjDsaOHUtcXBz+/zgY6dy5c4wbN4477rjD7QWK57kj7GSrSQoDmYcVGzexydF+mrIsoyc2rHxJFzIIyPPasmXhf/+Du+66kp9GRETEhTlA+/fvp2XLlgQEBPDII49wzTXXALB9+3ZmzJjBuXPn2LRpE+Hh4YVacFHw9jlAFwaenTvhgw9g//5Lv64gwRynL7FYsdGBb/DB/J9cJr7E0RkbVpbQm5ME5fv6smXhP/8x9wjSZGcRESlIocwBCgsLIyEhgYcffpgxY8aQnZssFgudO3fm7bffLhXhx9vFxsKIEVcWeAACOMudfI4VG3fyOYHkLPdaRxtsWPmUuzhMjQLvERgIY8bA2LEKPiIi4l4ubYRYr149vvjiC/766y927twJmIejVqlSpVCKk6IVGwv9+4Nrp8Pl8CWT9qzGio2+xBJMzs6Gv3AtMUQzj4HsoeDz5EAjPiIiUvgu6yiMypUrc/PNN7u7FvEgu90c+XE9/BjcxA9EE0MU86nJn44re7nKsYLrZ5qTvYLrYqKiICZGwUdERArXZZ8FJqVLfLxrj70as8OxgqshuxztR6nCAgYQQzTraZNnBVdBKlaEDz/UBGcRESkaCkACmBOeL6U2+4liPtHE0IItjvZTlGMJvbFhJY7OnOfiR62XLw/9+kFYGPj4QLt25pdGfUREpKgoAAkAoaH5t1fmGP1YhBUbt7PWsYLrPGX4ki7EEM0yenKa8pd8jypVzMdsmtQsIiKepgAkALRta47IHDgAgcZpurOcaGLoyhf4c97R71vaYsPKQvpzlGr53qtyZejVCzp0gKNHoXp1qF3bfA8FHxERKQ4UgAQAXyOTecO+YtcLNvqwmCByzq7YyvXYsDKPgezjqlyvq1IFHnvMDDeHDpkjSQo6IiJS3CkAeTPDgA0bzGVXCxZwy+HD3PL3pSTq/j3F2Up62LU88AC8crW5EzQo7IiISMmmAOSNfv0VbDbza8+enPbq1SEqCnuUlb3n/0X9VAvvKOSIiEgppADkLZKTYe5cM/T89FNOe4UK0KcPWK3QsSP4+eELtPNUnSIiIkVAAag0O3IEFi40Q098fE67nx9062aGnu7dsQeUM8/+WqjHWiIi4h0UgEqbU6dg6VIz9Hz5JWRmmu0WC9x+uxl6+vUzZy+T/9lfYWEwfTr07euB+kVERIqAAlBpcP48rFplhp4lS+D06ZxrN94I0dHmGRNhYbleVtDZXwcOmO0LFyoEiYhI6WQxjMs9+rL0Sk9PJzg4mLS0NCpWrOjpcvKXlQXr15sruD791NxwJ1uDBuZIz6BB0KRJvi+326Fu3YKPv7BYzLyUlKTHYSIiUjK48vtbI0AliWHAzz+bIz1z55oTm7OFhMDAgWbwuekmM8FcxKXO/jIM2LfP7NeunXvKFxERKS4UgEqCpKScFVy//prTHhRkzuexWqF9eyjj/L9OZ87+cqWfiIhISaIAVFwdOmQ+2rLZzEdd2fz9oXt3M/R06wZly17W7Qs6++ty+4mIiJQkCkDFyYkT5iRmmw3i4syJOmA+zurQwQw9fftCpUpX/FYXnv2V3yyw7DlAbdte8VuJiIgUOwpAnpaRAStXmqFn2TI4cybn2k03maFnwACoVcutb+vray5179/fDDsXhqDs6UPTpmkCtIiIlE4KQJ6QlQXffmuGnoUL4a+/cq41apSzgqtRo0Ito29f8+3z2wdo2jQtgRcRkdJLAago7doFM2eaE5oPHMhpDw01A4/VCi1aXHIFlzv17Qu9epmrvVJStBO0iIh4BwWgopSUBK+9Zv45ONh8/hQdDbfd5tHE4eurpe4iIuJdFICKUvv2cO+90KMHdO0KAQFFXoLdrtEeERERBaCi5OsLs2Z57O117peIiIjJx9MFSNHIPvfrn7s/Z5/7FRvrmbpEREQ8QQHIC9jt5shPfvv9ZLeNHJmz7ZCIiEhppwDkBVw590tERMQbKAB5AZ37JSIikpsCkBfQuV8iIiK5KQB5gexzvwraX9FigfBwnfslIiLeQwHIC2Sf+wV5Q5DO/RIREW+kAOQlss/9ql07d3tYmNmufYBERMSbaCNEL6Jzv0REREweHwGaMWMG9erVIzAwkIiICOIvsRZ77dq1REREEBgYSP369Zk5c2au6x988AFt27alcuXKVK5cmU6dOrFx48bC/BFKlOxzvwYNMv+p8CMiIt7IowFo/vz5jBw5krFjx7Jlyxbatm1L165dSU5Ozrd/UlIS3bp1o23btmzZsoVnn32Wxx9/nEWLFjn6rFmzhkGDBrF69WoSEhK46qqriIyM5MCFp6+LiIiIV7MYRn77AxeNVq1a0aJFC959911HW5MmTejduzdTpkzJ0//pp59m2bJlJCYmOtqGDx/Otm3bSEhIyPc97HY7lStX5u2332bIkCFO1ZWenk5wcDBpaWlUrFjRxZ9KREREPMGV398eGwHKyMhg8+bNREZG5mqPjIxk/fr1+b4mISEhT/8uXbqwadMmzp8/n+9rTp8+zfnz56lSpUqBtZw7d4709PRcXyIiIlJ6eSwAHTlyBLvdTkhISK72kJAQUlNT831Nampqvv0zMzM5cuRIvq955plnqF27Np06dSqwlilTphAcHOz4Cg8Pd/GnERERkZLE45OgLf/YmMYwjDxtl+qfXzvAq6++yty5c4mNjSUwMLDAe44ZM4a0tDTH1759+1z5EURERKSE8dgy+GrVquHr65tntOfQoUN5Rnmy1axZM9/+ZcqUoWrVqrnaX3vtNV566SW++uorrrvuuovWEhAQQEBAwGX8FCIiIlISeWwEyN/fn4iICOLi4nK1x8XF0aZNm3xf07p16zz9V61aRcuWLfHz83O0TZ06lcmTJ7Ny5Upatmzp/uJFRESkRPPoI7DRo0fz4YcfMnv2bBITExk1ahTJyckMHz4cMB9NXbhya/jw4ezdu5fRo0eTmJjI7NmzmTVrFk8++aSjz6uvvspzzz3H7NmzqVu3LqmpqaSmpnLy5Mki//lERESkePLoTtBRUVEcPXqUSZMmkZKSQrNmzVixYgV16tQBICUlJdeeQPXq1WPFihWMGjWKd955h1q1avHmm2/Sr18/R58ZM2aQkZFB//79c73X+PHjmTBhQpH8XCIiIlK8eXQfoOJK+wCJiIiUPCViHyARERERT1EAEhEREa+jACQiIiJeRwFIREREvI4CkIiIiHgdBSARERHxOgpAIiIi4nUUgERERMTrKACJiIiI11EAEhEREa+jACQiIiJeRwFIREREvI4CkIiIiHgdBSARERHxOgpAIiIi4nUUgERERMTrKACJiIiI11EAEhEREa+jACQiIiJeRwFIREREvI4CkIiIiHidMp4uQFxjt0N8PKSkQGgotG0Lvr6u9xEREfFmCkAlSGwsjBgB+/fntIWFwfTp0Lev831ERES8ncUwDMPTRRQ36enpBAcHk5aWRsWKFT1dDmAGm/794Z//tiwW858LF5r/vFQfhSARESmtXPn9rQCUj+IWgOx2qFs396jOhSwWqF3b/PPF+oSFQVKSHoeJiEjp5Mrvb02CLgHi4wsONmCO+Ozff+k++/aZ9xIREfF2CkAlQEpK8byXiIhISaUAVAKEhhbPe4mIiJRUCkAlQNu25vyd7MnM/5Q9v+dSfcLDzXuJiIh4OwWgEsDX11zGDnkDTvb306dfus+0aZoALSIiAgpAJUbfvuYy9uzVXtnCwnKWtzvTR0RERLQMPl/FbRn8hbQTtIiISP5c+f2tnaBLGF9faNfuyvuIiIh4Mz0CExEREa+jACQiIiJeRwFIREREvI4CkIiIiHgdBSARERHxOgpAIiIi4nUUgERERMTrKACJiIiI11EAEhEREa+jACQiIiJeRwFIREREvI4CkIiIiHgdBSARERHxOgpAIiIi4nUUgERERMTrKACJiIiI11EAEhEREa+jACQiIiJeRwFIREREvI4CkIiIiHgdBSARERHxOgpAIiIi4nUUgERERMTrKACJiIiI11EAEhEREa+jACQiIiJeRwFIREREvI4CkIiIiHgdBSARERHxOgpAIiIi4nUUgERERMTrKACJiIiI11EAEhEREa9TxtMFeBO7HeLjISUFQkOhbVvw9fV0VSIiIt7H4yNAM2bMoF69egQGBhIREUF8fPxF+69du5aIiAgCAwOpX78+M2fOzNNn0aJFNG3alICAAJo2bcrixYsLq3ynxcZC3brQvj1YreY/69Y120VERKRoeTQAzZ8/n5EjRzJ27Fi2bNlC27Zt6dq1K8nJyfn2T0pKolu3brRt25YtW7bw7LPP8vjjj7No0SJHn4SEBKKiohg8eDDbtm1j8ODBDBgwgO+//76ofqw8YmOhf3/Yvz93+4EDZrtCkIiISNGyGIZheOrNW7VqRYsWLXj33XcdbU2aNKF3795MmTIlT/+nn36aZcuWkZiY6GgbPnw427ZtIyEhAYCoqCjS09P54osvHH3uuOMOKleuzNy5c52qKz09neDgYNLS0qhYseLl/niA+dirbt284SebxQJhYZCUpMdhIiIiV8KV398eGwHKyMhg8+bNREZG5mqPjIxk/fr1+b4mISEhT/8uXbqwadMmzp8/f9E+Bd0T4Ny5c6Snp+f6cpf4+ILDD4BhwL59Zj8REREpGh4LQEeOHMFutxMSEpKrPSQkhNTU1Hxfk5qamm//zMxMjhw5ctE+Bd0TYMqUKQQHBzu+wsPDL+dHyldKinv7iYiIyJXz+CRoi8WS63vDMPK0Xar/P9tdveeYMWNIS0tzfO3bt8/p+i8lNNS9/UREROTKeWwZfLVq1fD19c0zMnPo0KE8IzjZatasmW//MmXKULVq1Yv2KeieAAEBAQQEBFzOj3FJbduac3wOHDAfd/1T9hygtm0L5e1FREQkHx4bAfL39yciIoK4uLhc7XFxcbRp0ybf17Ru3TpP/1WrVtGyZUv8/Pwu2qegexY2X1+YPt388z8HobK/nzZNE6BFRESKkkcfgY0ePZoPP/yQ2bNnk5iYyKhRo0hOTmb48OGA+WhqyJAhjv7Dhw9n7969jB49msTERGbPns2sWbN48sknHX1GjBjBqlWreOWVV9ixYwevvPIKX331FSNHjizqH8+hb19YuBBq187dHhZmtvft65m6REREvJVHd4KOiori6NGjTJo0iZSUFJo1a8aKFSuoU6cOACkpKbn2BKpXrx4rVqxg1KhRvPPOO9SqVYs333yTfv36Ofq0adOGefPm8dxzzzFu3DgaNGjA/PnzadWqVZH/fBfq2xd69dJO0CIiIsWBR/cBKq7cuQ+QiIiIFI0SsQ+QiIiIiKcoAImIiIjXUQASERERr6MAJCIiIl5HAUhERES8jgKQiIiIeB0FIBEREfE6CkAiIiLidRSARERExOt49CiM4ip7c+z09HQPVyIiIiLOyv697cwhFwpA+Thx4gQA4eHhHq5EREREXHXixAmCg4Mv2kdngeUjKyuLgwcPEhQUhMVi8XQ5LktPTyc8PJx9+/Z5/Vlm+ixM+hxy6LPIoc8ihz6LHCX5szAMgxMnTlCrVi18fC4+y0cjQPnw8fEhLCzM02VcsYoVK5a4//EWFn0WJn0OOfRZ5NBnkUOfRY6S+llcauQnmyZBi4iIiNdRABIRERGvowBUCgUEBDB+/HgCAgI8XYrH6bMw6XPIoc8ihz6LHPoscnjLZ6FJ0CIiIuJ1NAIkIiIiXkcBSERERLyOApCIiIh4HQUgERER8ToKQKVcz549ueqqqwgMDCQ0NJTBgwdz8OBBT5dV5Pbs2cN9991HvXr1KFu2LA0aNGD8+PFkZGR4ujSPePHFF2nTpg3lypWjUqVKni6nSM2YMYN69eoRGBhIREQE8fHxni6pyH377bf06NGDWrVqYbFYWLJkiadL8pgpU6Zw0003ERQURI0aNejduze//fabp8sqcu+++y7XXXedY/PD1q1b88UXX3i6rEKlAFTKtW/fngULFvDbb7+xaNEidu3aRf/+/T1dVpHbsWMHWVlZvPfee/z666+88cYbzJw5k2effdbTpXlERkYGd911Fw899JCnSylS8+fPZ+TIkYwdO5YtW7bQtm1bunbtSnJysqdLK1KnTp3i+uuv5+233/Z0KR63du1aHnnkETZs2EBcXByZmZlERkZy6tQpT5dWpMLCwnj55ZfZtGkTmzZtokOHDvTq1Ytff/3V06UVGi2D9zLLli2jd+/enDt3Dj8/P0+X41FTp07l3XffZffu3Z4uxWM++ugjRo4cyfHjxz1dSpFo1aoVLVq04N1333W0NWnShN69ezNlyhQPVuY5FouFxYsX07t3b0+XUiwcPnyYGjVqsHbtWm677TZPl+NRVapUYerUqdx3332eLqVQaATIixw7doyYmBjatGnj9eEHIC0tjSpVqni6DCkiGRkZbN68mcjIyFztkZGRrF+/3kNVSXGTlpYG4NX/bbDb7cybN49Tp07RunVrT5dTaBSAvMDTTz9N+fLlqVq1KsnJySxdutTTJXncrl27eOuttxg+fLinS5EicuTIEex2OyEhIbnaQ0JCSE1N9VBVUpwYhsHo0aO59dZbadasmafLKXI///wzFSpUICAggOHDh7N48WKaNm3q6bIKjQJQCTRhwgQsFstFvzZt2uTo/9RTT7FlyxZWrVqFr68vQ4YMobQ8+XT1swA4ePAgd9xxB3fddRf333+/hyp3v8v5LLyRxWLJ9b1hGHnaxDs9+uij/PTTT8ydO9fTpXhE48aN2bp1Kxs2bOChhx5i6NChbN++3dNlFZoyni5AXPfoo48ycODAi/apW7eu48/VqlWjWrVqNGrUiCZNmhAeHs6GDRtKxdCmq5/FwYMHad++Pa1bt+b9998v5OqKlqufhbepVq0avr6+eUZ7Dh06lGdUSLzPY489xrJly/j2228JCwvzdDke4e/vT8OGDQFo2bIlP/zwA9OnT+e9997zcGWFQwGoBMoONJcje+Tn3Llz7izJY1z5LA4cOED79u2JiIhgzpw5+PiUrgHQK/nfhTfw9/cnIiKCuLg4+vTp42iPi4ujV69eHqxMPMkwDB577DEWL17MmjVrqFevnqdLKjYMwyg1vyvyowBUim3cuJGNGzdy6623UrlyZXbv3s3zzz9PgwYNSsXojysOHjxIu3btuOqqq3jttdc4fPiw41rNmjU9WJlnJCcnc+zYMZKTk7Hb7WzduhWAhg0bUqFCBc8WV4hGjx7N4MGDadmypWMUMDk52evmgp08eZI//vjD8X1SUhJbt26lSpUqXHXVVR6srOg98sgj2Gw2li5dSlBQkGOEMDg4mLJly3q4uqLz7LPP0rVrV8LDwzlx4gTz5s1jzZo1rFy50tOlFR5DSq2ffvrJaN++vVGlShUjICDAqFu3rjF8+HBj//79ni6tyM2ZM8cA8v3yRkOHDs33s1i9erWnSyt077zzjlGnTh3D39/faNGihbF27VpPl1TkVq9ene+//6FDh3q6tCJX0H8X5syZ4+nSitS9997r+P9F9erVjY4dOxqrVq3ydFmFSvsAiYiIiNcpXZMgRERERJygACQiIiJeRwFIREREvI4CkIiIiHgdBSARERHxOgpAIiIi4nUUgERERMTrKACJeKE9e/ZgsVgcO0CXFHXr1mXatGluu1+7du0YOXKk2+7nCRaLhSVLlgAl99+riCcoAImUMpc6EX7YsGGeLvGSPvroIypVqpSn/YcffuDBBx8s+oKKgQkTJnDDDTfkaU9JSaFr165FX5BICaezwERKmZSUFMef58+fz/PPP89vv/3maCtbtix//fWXJ0rDbrdjsVgu+yDa6tWru7miks8bz7ITcQeNAImUMjVr1nR8BQcHY7FY8rRl2717N+3bt6dcuXJcf/31JCQk5LrX+vXrue222yhbtizh4eE8/vjjnDp1ynH9r7/+YsiQIVSuXJly5crRtWtXdu7c6biePZKzfPlymjZtSkBAAHv37iUjI4P//Oc/1K5dm/Lly9OqVSvWrFkDwJo1a7jnnntIS0tzjFpNmDAByPsI7Pjx4zz44IOEhIQQGBhIs2bNWL58OQBHjx5l0KBBhIWFUa5cOZo3b87cuXNd/jxffvllQkJCCAoK4r777uOZZ57JNRKT32O03r175xpp++STT2jZsiVBQUHUrFkTq9XKoUOHHNfXrFmDxWLh66+/pmXLlpQrV442bdo4gutHH33ExIkT2bZtm+Mz+eijj4Dcj8Dys337drp160aFChUICQlh8ODBHDlyxHF94cKFNG/enLJly1K1alU6deqU69+xSGmlACTixcaOHcuTTz7J1q1badSoEYMGDSIzMxOAn3/+mS5dutC3b19++ukn5s+fz3fffcejjz7qeP2wYcPYtGkTy5YtIyEhAcMw6NatG+fPn3f0OX36NFOmTOHDDz/k119/pUaNGtxzzz2sW7eOefPm8dNPP3HXXXdxxx13sHPnTtq0acO0adOoWLEiKSkppKSk8OSTT+apPSsri65du7J+/Xo++eQTtm/fzssvv4yvry8AZ8+eJSIiguXLl/PLL7/w4IMPMnjwYL7//nunP58FCxYwfvx4XnzxRTZt2kRoaCgzZsxw+XPOyMhg8uTJbNu2jSVLlpCUlJTvo8ixY8fy+uuvs2nTJsqUKcO9994LQFRUFE888QTXXnut4zOJioq65PumpKRw++23c8MNN7Bp0yZWrlzJn3/+yYABAxzXBw0axL333ktiYiJr1qyhb9++6IhI8QqePYtVRArTnDlzjODg4DztSUlJBmB8+OGHjrZff/3VAIzExETDMAxj8ODBxoMPPpjrdfHx8YaPj49x5swZ4/fffzcAY926dY7rR44cMcqWLWssWLDA8f6AsXXrVkefP/74w7BYLMaBAwdy3btjx47GmDFjLlp3nTp1jDfeeMMwDMP48ssvDR8fH+O3335z+vPo1q2b8cQTTzi+v/32240RI0YU2L9169bG8OHDc7W1atXKuP766y96j169el30ZPWNGzcagHHixAnDMHJOZ//qq68cfT7//HMDMM6cOWMYhmGMHz8+1/tmA4zFixcbhpHz73XLli2GYRjGuHHjjMjIyFz99+3bZwDGb7/9ZmzevNkAjD179hRYq0hppREgES923XXXOf4cGhoK4Hg0s3nzZj766CMqVKjg+OrSpQtZWVkkJSWRmJhImTJlaNWqleMeVatWpXHjxiQmJjra/P39c73Pjz/+iGEYNGrUKNe9165dy65du5yufevWrYSFhdGoUaN8r9vtdl588UWuu+46qlatSoUKFVi1ahXJyclOv0diYiKtW7fO1fbP752xZcsWevXqRZ06dQgKCqJdu3YAeWq52L+Py7F582ZWr16d63O+5pprANi1axfXX389HTt2pHnz5tx111188MEHHpsfJlLUNAlaxIv5+fk5/myxWADz0VL2P//973/z+OOP53ndVVddxe+//57vPQ3DcNwLzEnXF36flZWFr68vmzdvdjyuylahQgWnay9btuxFr7/++uu88cYbTJs2jebNm1O+fHlGjhxJRkaG0+/hDB8fnzyPjC58BHjq1CkiIyOJjIzkk08+oXr16iQnJ9OlS5c8tVzs38flyMrKokePHrzyyit5roWGhuLr60tcXBzr169n1apVvPXWW4wdO5bvv/+eevXqXfb7ipQECkAikq8WLVrw66+/0rBhw3yvN23alMzMTL7//nvatGkDmBOPf//9d5o0aVLgfW+88UbsdjuHDh2ibdu2+fbx9/fHbrdftL7rrruO/fv38/vvv+c7ChQfH0+vXr24++67ATMM7Ny586K1/VOTJk3YsGEDQ4YMcbRt2LAhV5/q1avnWnlnt9v55ZdfaN++PQA7duzgyJEjvPzyy4SHhwOwadMmp2vI5sxn8k8tWrRg0aJF1K1blzJl8v/PvcVi4ZZbbuGWW27h+eefp06dOixevJjRo0e7XKNISaJHYCKSr6effpqEhAQeeeQRtm7dys6dO1m2bBmPPfYYAFdffTW9evXigQce4LvvvmPbtm3cfffd1K5dm169ehV430aNGhEdHc2QIUOIjY0lKSmJH374gVdeeYUVK1YA5mqvkydP8vXXX3PkyBFOnz6d5z633347t912G/369SMuLo6kpCS++OILVq5cCUDDhg0doxuJiYn8+9//JjU11aXPYMSIEcyePZvZs2fz+++/M378eH799ddcfTp06MDnn3/O559/zo4dO3j44Yc5fvy44/pVV12Fv78/b731Frt372bZsmVMnjzZpTqyP5OkpCS2bt3KkSNHOHfu3CVf88gjj3Ds2DEGDRrExo0b2b17N6tWreLee+/Fbrfz/fff89JLL7Fp0yaSk5OJjY3l8OHDLoVEkZJKAUhE8nXdddexdu1adu7cSdu2bbnxxhsZN26cY24KwJw5c4iIiKB79+60bt0awzBYsWJFrkc5+ZkzZw5DhgzhiSeeoHHjxvTs2ZPvv//eMULSpk0bhg8fTlRUFNWrV+fVV1/N9z6LFi3ipptuYtCgQTRt2pT//Oc/jlGScePG0aJFC7p06UK7du2oWbMmvXv3dukziIqK4vnnn+fpp58mIiKCvXv38tBDD+Xqc++99zJ06FCGDBnC7bffTr169RyjP2COEH300Ud8+umnNG3alJdffpnXXnvNpToA+vXrxx133EH79u2pXr26U0v6a9Wqxbp167Db7XTp0oVmzZoxYsQIgoOD8fHxoWLFinz77bd069aNRo0a8dxzz/H6669rY0XxChbjnw+vRUSkQBMmTGDJkiU6bkKkhNMIkIiIiHgdBSARERHxOnoEJiIiIl5HI0AiIiLidRSARERExOsoAImIiIjXUQASERERr6MAJCIiIl5HAUhERES8jgKQiIiIeB0FIBEREfE6CkAiIiLidf4fQULZWF5Mgm4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 10 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 11 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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ERERKjasrdOjg6Cj0CExERESckBIgERERcTpKgERERMTpaA6QiIiI2FitZWOScklTAiQiIiKAuSP70KG59+1q2NCs4VPay9RLmh6BiYiICNHR8MADeTctPXzYbI+OdkxcJUUJkIiIiJOzWs2RH8PI+1lOW0SE2a+iUAIkIiLi5OLi8o78XMgw4OBBs19FoQRIRETEySUnF2+/8kCToEVERCoge1Zz1atXsHMWtF95oBEgERGRCiY6Gpo0gY4d4dFHzX82aXLpicwhIeZqr4t3as9hsYC/v9mvolACJCIiUoEUZjWXq6u51B3yJkE576dNq1j1gJQAiYiIVBBFWc3VqxesXAkNGuRub9jQbK9odYA0B0hERKSCsGc1V347svfqBT16qBK0iIiIlCPFsZrL1TX/5Kii0SMwERGRCsIZV3MVlhIgERGRCsIZV3MVlhIgERGRcsRqhfXrYdky858XTmh2xtVchaUESEREpAy5XIJTkPo+zraaq7AshpHfYjnnlp6ejo+PD2lpaVSrVs3R4YiIiJOIjjaXsV+4kqthw/OjOg88kHeJe87IzsXJjT2VoCsKe36/lQDlQwmQiIiUtpwChvklOIYBvr5w7Fj+x1osZqKUmFjxk5zLsef3W4/AREREHKwgBQwvlfzk9Klou7WXNIcnQLNmzSIgIAAvLy8CAwOJu8Kf3oYNGwgMDMTLy4umTZsyZ86cXJ936NABi8WS53XPPfeU5G2IiIgU2pUKGBZURdqtvaQ5NAFasWIFERERjB49mm3bthESEkLXrl1JSkrKt39iYiLdunUjJCSEbdu28dJLLzFkyBBWrVpl6xMdHU1ycrLt9dtvv+Hq6sqDDz5YWrclIiJil+JKXFTfp+AcOgeobdu2tGnThtmzZ9vaWrRoQc+ePZk4cWKe/lFRUaxZs4aEhARbW3h4ODt27CA+Pj7fa0ybNo1XXnmF5ORkqlSpUqC4NAdIRERK0/r15oquwipXc4CysuDjj6FOHejUqVhPXS7mAGVmZrJ161ZCQ0NztYeGhrJp06Z8j4mPj8/Tv0uXLmzZsoVz587le8z8+fN5+OGHL5v8ZGRkkJ6enuslIiJSWgpSwNDX1/xnua3vc+YMzJgBV19truEfNSr/SU+lxGEJUGpqKlarFT8/v1ztfn5+pKSk5HtMSkpKvv2zsrJITU3N03/z5s389ttvPPXUU5eNZeLEifj4+Nhe/v7+dt6NiIhI4RWkgOF775XT+j7HjsGECdC4MTz/POzfD7VqwX33maNBDuLwzVAtF/1JG4aRp+1K/fNrB3P0p1WrVtxyyy2XjWHUqFFERkba3qenpysJEhGREnVxnZ4ePcxEJr86QNOmnU9wys1u7QcOwFtvwbx55ugPQEAAvPAC9O8PlSs7NDyHJUC1atXC1dU1z2jP0aNH84zy5Khbt26+/d3c3PD19c3VfubMGZYvX86ECROuGIunpyeenp523oGIiMiV5VeQ8NNPL13wcP/+yyc4ZX639l9/hcmTzVLWOWWsb7wRoqLMQkduDh97ARyYAHl4eBAYGEhsbCz333+/rT02NpYePXrke0xwcDCfffZZrra1a9cSFBSEu7t7rvaPPvqIjIwMHn/88eIPXkREpADyq+x8qYKGhw+b+UGZfpx1KYYB330HkybBl1+eb+/UyUx87rrr0hOcHMVwoOXLlxvu7u7G/PnzjV27dhkRERFGlSpVjP379xuGYRgvvvii0adPH1v/ffv2GZUrVzaGDRtm7Nq1y5g/f77h7u5urFy5Ms+5b7vtNiMsLKxQcaWlpRmAkZaWVrgbExERp7dqlWFYLIZhZgcFe1kshuHvbxhZWY6OvoCsVsOIjjaMtm3P34SLi2E8+KBh/PRTqYdjz++3Q8ehwsLCOHbsGBMmTCA5OZlWrVoRExND48aNAUhOTs5VEyggIICYmBiGDRvGzJkzqV+/PtOnT6d37965zvvHH3/w/fffs3bt2lK9HxEREbh8ZefLubCic5l+zJWRAR98AFOmwB9/mG2envDEEzB8ODRr5tDwCkJ7geVDdYBERKQoilrX58MP4ZFHii2c4pOWBnPnmrOyc6o3Vq8OgwbBkCFwiTm8pcWe3++yMRNJRESkgrBaYd26op2jzFV0Tk42k545cyCnVl6DBhAZCU8/Dd7eDg2vMJQAiYiIFNLFK7xSU2HYsMLv65VT0TkkpHjjLLTdu2HqVFi8GDIzzbYWLWDkSLOYoYeHY+MrAiVAIiIihZDfCq+iKFMVnX/80VzRtXr1+YlM7dqZK7ruvRdcHL6XepEpARIREbFTdLS5ZL0ws2gtFvO4i5fDX1zwsNQZBnz1lZn4bNhwvv2++8zEp317BwVWMpQAiYiI2KGwK7xy5CQ6Zaai87lzsGKFWbzw11/NNjc3ePxxc0XXddc5IKiSpwRIRETEDnFxhX/s9fLLMG7c+UTHoUvdT5+G+fPhzTchp+RM1aowcKA5kalhQwcGV/KUAImIiBRQUVd4depUBub3pKbCu++aO7MfP2621a5tDmsNGgQ1ajg2vlKiBEhERKQAijLpuUys7tq/3xztmT8f/v3XbLvqKvMxV79+UKmSA4MrfUqARERErqCok57Bgau7duww5/esWHF+c9I2bcyJzb17l4EhKcdQAiQiInIZmZkQHl70Sc+lurrLMMxy1JMmwf/+d769c2cz8bnzzrK3OWkpUwIkIiJygQuLG+7ZY06XSU0t2LH+/uZTptq1HbS6y2qFTz4xR3x++slsc3GBBx80ixe2aVNKgZR9SoBERET+X1Hm+Vy8wqtUnT1rVmueOtXM2gC8vODJJ+GFF6BpUwcEVbYpARIREaFo83zAQSu8TpyA2bPhnXfgr7/Mtho1YPBgeP55qFOnlAMqP5QAiYiI0yvKPB+HrPA6fNicWDR3Lpw8abb5+5ubkz71lFnPRy5LCZCIiDilnLk+n34KCxdCWlrhz1VqK7wSEmDKFFiyxKzgDGal5pEj4ZFHwN29FIKoGJQAiYiI0ymujUxr14Y5c0phhVd8vLmi69NPz7eFhJgrurp1c/oVXYWhBEhERJyG1QqvvQZjxxb9XLVrmwmUh0fRz5Wv7GyIiTFXdMXFnW/v0cNMfIKDS+jCzkEJkIiIOIXoaBgyxJw+UxQ5gy1z5pRQ8nPuHCxbZiY+O3eabe7u0KcPjBgBzZuXwEWdjxIgERGp8FauNEvhFIcSK2x46hS8/z68/TYcPGi2eXvDM89ARAQ0aFDMF3RuSoBERKRC+/hjc35wYdWqZa4ov/rqEipsePSoWW1x5kz45x+zzc/PTHrCw6F69WK8mORQAiQiIhVWdDQ89FDhjy/ReT779pmFCxcuNAsZAjRrZj7m6tvXLGQoJUYJkIiIVEg5tX0Ko0Tn+WzbZq7o+vhjc6IzwM03mxObe/Z02s1JS5uLowMQEREpbtHR5pSZv/8u3PENG5rzhoptno9hwNdfQ2iouR/XihVm8tOlC3zzDfz4o1PvzO4IGgESEZEKpbBbWtSqBY8/bq4yL7Z5PlYrrFplrujautVsc3WFsDCzeOENNxTDRaQwlACJiEiFYbWaBQ7tTX7Gj4fRo4txAObff2HRInOOz759ZlulSjBggLk5aZMmxXQhKSwlQCIiUmHExdlX3dnVFZYvN0eMisU//8CsWTB9urm6C6BmTXMZ2eDB5qxqKROUAImISIWRnGxf/2XLiin5OXjQLA703ntmPR+ARo3M0Z4BA6BKlWK4iBQnJUAiIlJh1KtXsH7FtofXrl3m/J6lSyEry2xr3dpc0fXQQ9qctAxTAiQiIhVGSIi5guvw4UvPAyqW2j7ff28mPp99dr6tQwdzYvPdd2tz0nJAy+BFRKTCcHU1d5LIL/mxWMxXoWv7ZGfDmjXQvr2ZaX32mXnCXr3ghx/g22+ha1clP+WERoBERKTcs1rNCdCffmo+jcpPoffwysyEDz+EKVPMR15gZlB9+8Lw4XDttUUJXRxECZCIiJRr0dHm0vcrrf568007k5+TJ81JzW+/fX4L+WrV4NlnzQsWdMKRlEkOfwQ2a9YsAgIC8PLyIjAwkLi4uMv237BhA4GBgXh5edG0aVPmzJmTp8+JEycYPHgw9erVw8vLixYtWhATE1NStyAiIg6SU/TwSsmPxWIuyLJaC3DSv/4yiwI1amSO8Bw+bCY7kyZBUhK88YaSnwrAoSNAK1asICIiglmzZtG+fXvmzp1L165d2bVrF40aNcrTPzExkW7duvH000+zZMkSNm7cyKBBg6hduza9e/cGIDMzk86dO1OnTh1WrlxJw4YNOXjwIN7e3qV9eyIiUoLsKXpoGOZK9bg4c65yvv780yxcuGgRZGSYbddea25O+vjj4OlZTJFLWWAxDHvrZRaftm3b0qZNG2bPnm1ra9GiBT179mTixIl5+kdFRbFmzRoSEhJsbeHh4ezYsYP4+HgA5syZw5QpU/j9999xL+Tyw/T0dHx8fEhLS6NatWqFOoeIiJQcqxWeesrMVezx4YfwyCMXNW7dao7urFp1fnPStm3Npew9eoCLwx+WSAHZ8/vtsD/VzMxMtm7dSmhoaK720NBQNm3alO8x8fHxefp36dKFLVu2cO7cOQDWrFlDcHAwgwcPxs/Pj1atWvH6669jLdC4p4iIlHXR0eDnZ3/yAxc8uTIMWLsWOnWCoKDzO7N36wYbNkB8PNx/v5KfCsxhj8BSU1OxWq34+fnlavfz8yMlJSXfY1JSUvLtn5WVRWpqKvXq1WPfvn188803PPbYY8TExLBnzx4GDx5MVlYWr7zySr7nzcjIICNnuBMzgxQRkbInOtrcNN1eFou5CiwkOAuWfWzW8Nm+3fzQ1dUcFho50ixiKE7B4avALBfVSzAMI0/blfpf2J6dnU2dOnV47733cHV1JTAwkCNHjjBlypRLJkATJ05k/PjxRbkNEREpYTlzfuxlsUAl4wxruizEtcWbkJhoflC5Mjz9NAwbBo0bF2+wUuY5LAGqVasWrq6ueUZ7jh49mmeUJ0fdunXz7e/m5oavry8A9erVw93dHdcLtvRt0aIFKSkpZGZm4pFP9atRo0YRGRlpe5+eno6/v3+h701ERIqfvRudAtTkGKO8Z/E80/Gcl2o21qp1fnPS///tEOfjsIebHh4eBAYGEhsbm6s9NjaWdu3a5XtMcHBwnv5r164lKCjINuG5ffv2/Pnnn2TnTGQD/vjjD+rVq5dv8gPg6elJtWrVcr1ERKTssFph3bqC9/cnic+bRXDUqzHD01/BMz0VmjSBGTPgwAF45RUlP87OcKDly5cb7u7uxvz5841du3YZERERRpUqVYz9+/cbhmEYL774otGnTx9b/3379hmVK1c2hg0bZuzatcuYP3++4e7ubqxcudLWJykpyahatarx3HPPGbt37zY+//xzo06dOsZ//vOfAseVlpZmAEZaWlrx3ayIiBTKqlWG0bChYZgzly//asUvxn/pY2Tidr7xhhsM48MPDePcOUffipQwe36/HToHKCwsjGPHjjFhwgSSk5Np1aoVMTExNP7/Z7HJyckkJSXZ+gcEBBATE8OwYcOYOXMm9evXZ/r06bYaQAD+/v6sXbuWYcOGcf3119OgQQOGDh1KVFRUqd+fiIgUTU6hw8sXbDEIIY4oJnEPFxS9vfNOcyl7587an0vycGgdoLJKdYBERBzPajWfWl1q3o+FbLqzhigmEcwPAGRj4Uhwbxq+MxJuvrn0gpUywZ7fb4evAhMREblYTqHD/JIfDzJ4nCWMYArN2Q3AWTyJv+YJbv/0BRo2v7qUo5XySBWeRESkTLlUoUNv0hnOFPbRlPk8RXN2cwIfXmcUTdhPyrg5uCr5kQLSCJCIiJQZ+RU6rEsyQ3mHZ5mND2ah2kM04G2G8T5PcxLzUYf2JxV7KAESEZEyITMT+vc///5q/mA4U+nHf/EkE4AEmjOZkSzlMc5hljaxVXkOcUTUUl7pEZiIiDiU1QoTJoCPD6Snw81sZiW9+Z3mDOR9PMlkI+3ozqdcx04W0d+W/OSYNs3c0UKkoDQCJCIiDrNyJQwYAOnpBl34H1FMoiPrbZ9/xr1MIoqN3Jbv8f7+ZvLTq1fpxCsVhxIgEREpdVYrPPYYrFyRRRgrGMlkbuAXAM7hxlIeYyrD2UmrfI+vWRM++gg6dNDIjxSOEiARESk1Viu89hrMmHSasDML+JM3acIBAE5RhfcYyNsM4xCX3o/RYoH334dOnUoraqmIlACJiEipWLkSRvRPpd+pGexiBrU4BsBRajOdIcxiEP9Q87LnqFYNFi7UIy8pOiVAIiJSoqxWiOi5n6s/f4vfmE8VzgCwl6ZMZTiLeIKzVLrieapVg7//hkvsay1iFyVAIiJSYta9tYPjoybzduYK3LAC8DM3MYkoVtEbqx0/QwsXKvmR4qMESEREipdhYP1mA4nhk+j051e25ljuYhJRrKMTUPDNSX194b339NhLipcSIBERKR5WK6xezfGoSdTc+xPNACsufMyDTGYk22hj1+mqVoURI2D0aK30kuKnBEhERIrm7Fn44AOYOhX++IOawL94sZD+vMkL7OMqu08ZFgZLlyrxkZKjBEhERAonLQ1mz4Z33oGUFAD+oTozGcx0hvA3dew+ZbVqMG8ePPhgcQcrkpsSIBERsc+RI2b55Tlz4ORJAIyGDRnzTyTvnH6KU3jbfUo97pLSpgRIREQK5vffYcoU83HXuXNm23XXwciRfFvnYV7rWrglWnrcJY6gzVBFROTyfvgB7r8fWraEBQvM5Oe22+Czz+CXX4iu2pceD9qf/FSubG5nsXy5kh8pfRoBEhGRvAwDYmJg8mT47rvz7d27Q1QU1rbtiIuD1ZHmFCB7qaihOJoSIBEROe/cOXNIZvJk+O03s83dHR5/3Jyk06IFK1fCoHpmAlNYKmoojqYESERE4NQpc/nVW2/BwYNmW9WqEB4OQ4dCw4ZYrfBomPnYqrD8/c350ypqKI6mBEhExJn9/Te8+y7MmAH//GO2+fmZSc+zz2L1rs769TBnGKxeDVlZhb/U22/D889rvo+UDUqARESc0b595mjPggXw779mW7NmMHw49OsHXl5ER8PAgXDsWNEv5++v5EfKFiVAIiLOZNs2c37PRx9BdrbZFhQEUVHmSi9XV6xWeHUcjB9fPJe0WMzHXkp+pCxRAiQiUtEZBnzzjZn4rF17vr1LFxg5Ejp2NLMUIDoann4ajh8vnktXq2ZOeNacHylrlACJiFRUVquZ0UyaBFu3mm0uLmblwZEj4cYbc3WPjobevYvv8lrqLmWZEiARkYrm7FlYtMjcnHTvXrOtUiUYMAAiIyEgIFd3qxXWrYPHHiveMLTUXcoyJUAiIhXFP/+c35z06FGzrWZNeO4581W7tq2r1Qrr18OsWfD555CZWXxh+PrCe+/psZeUbUqARETKu0OHzFnGc+ea9XwAGjUyR3sGDDDr+VygOFd35WjbFjp3hg4dzJcmPEtZpwRIRKS82rXL3Jx06dLzm5O2bm3O7wkLMys4X2TlSnjwweILoVo1s35icZ5TpDQoARIRKW82bjQnNn/22fm2O+4wE5+uXW0rui62YgU8/HDxhNC7Nzz7rEZ7pPxSAiQiUh5kZ8MXX5iJz8aNZpvFAj17mjV82rbN97CcuT6jR8OPPxZPKB99pBEfKf9cHB3ArFmzCAgIwMvLi8DAQOLi4i7bf8OGDQQGBuLl5UXTpk2ZM2dOrs8XLVqExWLJ8zp79mxJ3oaISMnIzIT//td8tNW9u5n8eHiYc3sSEswJPfkkP1YrjBtnTv+5667iSX58fWHVKiU/UjHYPQJ08OBBLBYLDRs2BGDz5s18+OGHtGzZkoEDB9p1rhUrVhAREcGsWbNo3749c+fOpWvXruzatYtGjRrl6Z+YmEi3bt14+umnWbJkCRs3bmTQoEHUrl2b3hcUr6hWrRq7d+/OdayXl5e9tyoi4jgnT8L775sbaB06ZLZVq3Z+c9L69fMccuHKrjVrirZv18XGjoUxY/S4SyoQw0633XabsXjxYsMwDCM5OdmoVq2aERwcbPj6+hrjx4+361y33HKLER4enqutefPmxosvvphv/5EjRxrNmzfP1fbMM88Yt956q+39woULDR8fH7viuFhaWpoBGGlpaUU6j4iI3VJSDOOllwyjenXDMGs4G0bduobxxhuGceLEJQ/7+GPDqFbt/CHF9fL1NYxVq0rx/kWKwJ7fb7sfgf3222/ccsstAHz00Ue0atWKTZs28eGHH7Jo0aICnyczM5OtW7cSGhqaqz00NJRNmzble0x8fHye/l26dGHLli2cy1kBAZw6dYrGjRvTsGFD7r33XrZt21bguEREHGLvXnNWcePG8PrrcOIEXHONOQq0f785z8fHx9Y9p3jh6NHQsqX5WCo9vfjC8fIy9wL76y/V85GKye5HYOfOncPT0xOAr7/+mu7duwPQvHlzkpOTC3ye1NRUrFYrfn5+udr9/PxISUnJ95iUlJR8+2dlZZGamkq9evVo3rw5ixYtonXr1qSnp/POO+/Qvn17duzYwdVXX53veTMyMsjIyLC9Ty/Ov0VERC5n61Zzj66VK89vTnrLLWbC06MHVlxZv97cymv/fjPx2bXLnP5TnI+4clSqZC4m0+MuqejsToCuu+465syZwz333ENsbCyvvvoqAEeOHMHX19fuACwXLdc0DCNP25X6X9h+6623cuutt9o+b9++PW3atOHdd99l+vTp+Z5z4sSJjC+ubY9FRK7EMODrr80VXevWnW/v2tVMfG6/HSwWVq405zqX1n+TaZ6POBO7H4FNmjSJuXPn0qFDBx555BFuuOEGANasWWN7NFYQtWrVwtXVNc9oz9GjR/OM8uSoW7duvv3d3NwumXy5uLhw8803s2fPnkvGMmrUKNLS0myvgwcPFvg+REQKLCsLli+HwEAIDTWTH1dXcxOuHTuwfhbDuqw7GPWShcaNi/+x1qV4e5uru8aNU/IjzsPuEaAOHTqQmppKeno6NWrUsLUPHDiQypUrF/g8Hh4eBAYGEhsby/33329rj42NpUePHvkeExwczGcXFv4C1q5dS1BQEO75VDwFc4Ro+/bttG7d+pKxeHp62h7riYgUu3//NXcGffNN2LfPbKtcmewBTxF/ayQxOxsT95y5VL049+QqiIcegg8/VOIjzqdQhRANw2Dr1q3s3buXRx99FG9vbzw8POxKgAAiIyPp06cPQUFBBAcH895775GUlER4eDhgjswcPnyYxYsXAxAeHs6MGTOIjIzk6aefJj4+nvnz57Ns2TLbOcePH8+tt97K1VdfTXp6OtOnT2f79u3MnDmzMLcqIlJ4x4+ba9KnT4e//wYgs5ovcTc8z9vnniN2ri+Z7zomNG1hIc7O7gTowIED3H333SQlJZGRkUHnzp3x9vZm8uTJnD17Nk9hwssJCwvj2LFjTJgwgeTkZFq1akVMTAyNGzcGIDk5maSkJFv/gIAAYmJiGDZsGDNnzqR+/fpMnz49Vw2gEydOMHDgQFJSUvDx8eGmm27iu+++s+vxnIhIkRw8CG+9Za7gOn0agH+qN2HCqRd4L70/Z+KqOCQsV1fo0QMGDdIWFiIWI2cWcQH17NkTb29v5s+fj6+vLzt27KBp06Zs2LCBp5566rJzbcqL9PR0fHx8SEtLo1q1ao4OR0TKi99+Mzcn/fBD2xKtPVVuYPyZkSw3HsLqoN2HtLJLnIU9v992/7/x+++/Z+PGjXh4eORqb9y4MYcPH7b3dCIi5ZthwPffmyu6vvjC1rzepSMTs6NYezoUuPTK1pJ0663wn/9otEckP3YnQNnZ2Vit1jzthw4dwtvbu1iCEhEp87Kzzd3YJ02C+HizzWJhx9W9eeqPkWzJvtlhoWl+j8iV2b0MvnPnzkybNs323mKxcOrUKcaOHUu3bt2KMzYRkbInIwMWLIDrrjN3Yo+PBw8Psp8eyHOdd3PjHx+zhdJNflxcICQEXnrJLC90/LiSH5ErsXsO0JEjR+jYsSOurq7s2bOHoKAg9uzZQ61atfjuu++oU6dOScVaajQHSETySE+H994zNyc9cgQAw8eHA12f5dX0oSz8si72/W1aONdeCw0bwtmz0KQJ9OsHd96pR1wiYN/vt90JEMC///7LsmXL+Pnnn8nOzqZNmzY89thjVKpUqdBBlyVKgETEJiUF3nkHZs+GtDQAjPr1ib1uGI9/N5C/M0rn74hKleC//9XIjsjllHgCVNEpARIR9uyBqVPNrCNnr8DmzdnScQR3LXyMtLMlWzzV1RWaNYOgII3yiBRUia4CyylKeCl9+/a195QiImXHTz+ZE5ujo7E90woOxjoiiseW3ceK2XZPnSwwd3e47z7V6REpDXaPAF24/QWYu8OfOXPGVgn6+PHjxRqgI2gESMTJGAasXWsmPt9+a2tObXsP0VdHsXjfbWyKtxT7HB83NwgONicw33mnkh6RoirREaB//vknT9uePXt49tlnGTFihL2nExFxnKws+OgjmDwZduwAwOrixlrfRxl1fAQ7fmwFPxbvJVWNWaRsKJaypFdffTVvvPEGjz/+OL///ntxnFJEpOScOUP2vAVkvP4mlf7aD8ApqvA+T/N29jAO/t2o2C/ZvLm5JZjm8oiUDcVWl93V1ZUj/780VESkLLFaYf16iP/8GM2/nkGnhHepYT1GJeAotZnOEGYxiH+oWSLX794dPv20RE4tIoVkdwK0Zs2aXO8NwyA5OZkZM2bQvn37YgtMRKQoMjNhxgxYvhyO/XyAIda3GMY8qnAGgH0EMJXhLKQ/Zym5Eh4vvGAuJhORssXuBKhnz5653lssFmrXrs2dd97Jm2++WVxxiYgUitUKjz5qTu1pzS+MZDIPsxw3zC18fuYmJjOSlTxQYpuTurrC44+bdRMv2jZRRMqIQu0FJiJSFlitsG6dWapn/36zWPPO3wxC+I4vmEQ3vrT1/ZpOTCKKr7mLktqc1MsLoqK067pIeVAy//kjIlJCcpKe//wHNm409yQFsJBNT1Yzj0m0ZbPZFxdW8gCTGcnPBJZoXGPHKvERKU8KlABFRkYW+IRvvfVWoYMREbkUqxVefRVefx3OnTvf7kEGffiAEUzhWv4A4CyeLKQ/b/ICe2lWonHVrAnvvw+9epXoZUSkmBUoAdq2bVuBTmaxlMywsog4t48+gj59zInNOaqRRjhziGAa9UgB4B+qM4tBTGcIR/Er0ZhuvdUchVItH5HyqUAJ0LcXVEYVESlpF87t+fJLuLD+al2SiWAa4czBh3QADtGAt4jkfZ7mFN4lElOjRnDTTWbV5uef1+RmkfJOc4BEpEy4cNn61q3n5/bkuIbdjGAKffgAT8yhoJ20ZDIjWcYjnKN4MxJXV2jTBsLClPCIVESFSoB++uknPv74Y5KSksi8cEwaiI6OLpbARMQ5XLhsPT+38CNRTKInq3HB3Izre9oziSi+4B4Mir45qcUC110H118PTZpoXy4RZ2B3ArR8+XL69u1LaGgosbGxhIaGsmfPHlJSUrj//vtLIkYRqWAuXMn1/ffks8moQVe+ZCST6cAGW+undGcyI9lE0YquurjA1VdDUBD066ftKUSckd0J0Ouvv87bb7/N4MGD8fb25p133iEgIIBnnnmGevXqlUSMIlJO5WxB8c03sG8f/P03HDoEe/bkfcQF4MY5wljBSCZzPb8CkIk7S3mMKYwggZaFjuW22+D22zW6IyImuxOgvXv3cs899wDg6enJ6dOnsVgsDBs2jDvvvJPx48cXe5AiUvZdnOzs3AkJCeaG61dSmdM8xTwieYvGJAFwkqrM5RmmEcFhGhY6rocegg8/VMIjIrnZnQDVrFmTkydPAtCgQQN+++03WrduzYkTJzhz5kyxBygiZVtOfZ5Jk+DsWfuO9SWV53mX55iBL8cB+Is6vMNQZvMsJ6hR4HNZLNCyJdStC1WrarWWiFye3QlQSEgIsbGxtG7dmoceeoihQ4fyzTffEBsbS6dOnUoiRhEpY3JGe2bONHc5t3eHnCYkEslbDGA+lfkXgD+5iimMYDF97dqcNCTErMCseTwiYo8CJ0Dbt2/nxhtvZMaMGZz9///MGzVqFO7u7nz//ff06tWLMWPGlFigIuJYOUnPrFnw+ee5ixIW1A1sZySTeYiPbJuTbiGQSUQRTS+yKXgG064dfPedkh4RKRyLYeRdf5EfFxcXbrrpJp566ikeffRRfHx8Sjo2h0lPT8fHx4e0tDSqVavm6HBEHG7lShgwwNxs1H4GHfmWKCbRhbW21v8RymRG8g13Ys/mpJUrw4IFZn0eEZEL2fP7XeACGhs3bqRNmza8+OKL1KtXj8cff1wVokUqOKvVTDQefND+5McFK71ZyWZu4Rs60YW1WHFhGQ9zEz9zN//jGzpxpeTHxQVat4ZRo+Drr804lPyISFEVeAQox7///stHH33EwoULiYuLo0mTJjz55JP069ePhg0Lv1KjLNEIkIg56tOnj/0Tmz05S18WM5ypXMMeAP7Fi/kM4C0iSaTpFc/h4gI9esDgwVqyLiIFZ8/vt90J0IX27t3LwoULWbx4McnJyXTu3JmYmJjCnq7MUAIkzuTC5ev795tFCbdtg99/t+88PpzgWWYzlHeoy18AHKcGM3iOd3meVGpf8Rzu7vDSS+akZiU9ImKvUkuAAE6dOsXSpUt56aWXOHHiBFartSinKxOUAIkzKMry9QvV5zDDeJtnmIs3pwBIwp+3iGQeT3Gaqpc93tXVnNCslVwiUlT2/H4XejPUDRs2sGDBAlatWoWrqysPPfQQAwYMKOzpRKQUXLiSa82aghUpvJTmJDCCKTzOEjw4B8CvtGIyI1nOw2Thnqt/zn5b1aqZE5lvvhk6ddIjLhFxDLsSoIMHD7Jo0SIWLVpEYmIi7dq149133+Whhx6iSpUqJRWjiBSD6GgYOBCOHSvaeYLZRBST6MEaW9sGbmcyI4mhGzmTmlu1Ah8fc3NR7bclImVNgVeBde7cmYCAAGbNmsUDDzxAQkIC33//Pf379y9S8jNr1iwCAgLw8vIiMDCQuLi4y/bfsGEDgYGBeHl50bRpU+bMmXPJvsuXL8disdCzZ89CxydSHuVsNjp6tDmRuVcv6N278MmPhWzu4XO+I4RNtKcHa8jGwif05Fbi6cAGYrgHsPDQQ+bI0q+/mhudLlkCnTsr+RGRsqXAI0CVKlVi1apV3HvvvbgW099kK1asICIiglmzZtG+fXvmzp1L165d2bVrF40aNcrTPzExkW7duvH000+zZMkSNm7cyKBBg6hduza9e/fO1ffAgQMMHz6ckJCQYolVpKwrjkKFF3Mnk0dYxgim0IqdgLk56Qf0YQoj2E1z3Nzg5pvMpenaekJEyosiT4IuirZt29KmTRtmz55ta2vRogU9e/Zk4sSJefpHRUWxZs0aEhISbG3h4eHs2LGD+Ph4W5vVauWOO+6gf//+xMXFceLECVavXl3guDQJWsqbohUqzKsKp3ia94nkLfw5BEA63swhnGlEkEx9br0V/vMfzeERkbKjVCZBF1VmZiZbt27lxRdfzNUeGhrKpk2b8j0mPj6e0NDQXG1dunRh/vz5nDt3Dnd3c9LlhAkTqF27NgMGDLjiIzWAjIwMMjIybO/Ti+tXRKQEXLhsPSkJ/vgDNm8unnPX5ihDmM4gZlGTfwBIwY9pRDCHcNKoTqVK8NF/zeKIIiLllcMSoNTUVKxWK35+frna/fz8SElJyfeYlJSUfPtnZWWRmppKvXr12LhxI/Pnz2f79u0FjmXixImMHz/e7nsQKW3FNZH5YgHsYzhT6c9CKmGuif+Dq5nCCD6gDxl4Adp/S0QqDoclQDksltxl8A3DyNN2pf457SdPnuTxxx/n/fffp1atWgWOYdSoUURGRtrep6en4+/vX+DjRUpKzmjP+vWwa5eZABWnm/iZkUzmQT7GFXNL983czCSiWE1P2+akFgtERsLUqcV7fRERR3FYAlSrVi1cXV3zjPYcPXo0zyhPjrp16+bb383NDV9fX3bu3Mn+/fu57777bJ9nZ5t/qbu5ubF7926uuuqqPOf19PTE09OzqLckUqyKe17PeQadWEcUk+jM17bWL7mbKZYozrW7gwYNLdx5DKpUgZAQTW4WkYqnQAnQmjVrrtzp/3Xv3r1A/Tw8PAgMDCQ2Npb777/f1h4bG0uPHj3yPSY4OJjPPvssV9vatWsJCgrC3d2d5s2b8+uvv+b6/OWXX+bkyZO88847GtWRcmPkSJgypXjP6UoWvVnFSCYTyM8AZOHKCsKY7jmSri/eQKy2oBARJ1GgBOjiOjoWi4ULF49d+FjKnq0wIiMj6dOnD0FBQQQHB/Pee++RlJREeHg4YD6aOnz4MIsXLwbMFV8zZswgMjKSp59+mvj4eObPn8+yZcsA8PLyolWrVrmuUb16dYA87SJl1YoVxZv8ePEvT7CI4UzlKvYBcIZKzOMp3iKSJ8Y2YZMSHxFxMgVKgHIeIwF8/fXXREVF8frrrxMcHIzFYmHTpk28/PLLvP7663ZdPCwsjGPHjjFhwgSSk5Np1aoVMTExNG7cGIDk5GSSkpJs/QMCAoiJiWHYsGHMnDmT+vXrM3369Dw1gETKE6sV4uLg8GH43//ggw+K57zV+YdBzGII0/HjKACp+PIuzzOTweBbi/feM4skiog4G7vrALVq1Yo5c+Zw22235WqPi4tj4MCBuWr0lFeqAyQl6eKJzevWQVpa8Z2/IQcZxtsM5D2qchqAo5Ub80vnF/j+6iexelWhQwfV7xGRiqdE6wDt3bsXHx+fPO0+Pj7s37/f3tOJVEgXjur8/Tf4+pr/3LgRYmKKtvv6pbRkJyOYwmMsxR1zl9OTTa+nyriR1Hn4Ie5yd+eu4r+siEi5ZHcCdPPNNxMREcGSJUuoV68eYNbneeGFF7jllluKPUCR8mblShg0yEx4SkN7vieKSdzH57a2o9d1oM7UKLy7dDHXsIuISC52J0ALFizg/vvvp3Hjxrb9upKSkrjmmmvs2m5CpLzLb5Rn4UL49tuSv7aFbO7lc6KYRHvMyumGxUJqSC9qvjGSOsH6jxERkcuxOwFq1qwZv/zyC7Gxsfz+++8YhkHLli256667LlvAUKSisFrhtdfgnXfg+PHSvbY7mTzGUkYwhZaY8+2sbh649u+HZfhwal9zTekGJCJSThVpM9SzZ8/i6elZ4RIfTYKWSymprSiuxJt0nuZ9Rld6m5r/HgYgq3I1XAY/i8uwofD/j6NFRJyZPb/fLvaePDs7m1dffZUGDRpQtWpVEhMTARgzZgzz588vXMQi5cDKldC7d+kmP3X4i9d4iSQa8SbDzeSnXj2YPBm35IO4TH5DyY+ISCHYnQD95z//YdGiRUyePBmPC2rjt27dmnnz5hVrcCKOlLNcfelSeOIJeOih0rv2VfzJbMI5QGNeYiLVSYNrr4V58yAxEUaMAI1OiogUmt1zgBYvXsx7771Hp06dbBWbAa6//np+//33Yg1OxBEcOccnkC1EMYnerMIF8+n0satvxXdyFHTvDi52/zeLiIjkw+4E6PDhwzRr1ixPe3Z2NufOnSuWoERKS85KruRkqFPH/Pc334RTp0ozCoPOxBLFJDrxja019ZZu1HgjCt8OIVrKLiJSzOxOgK677jri4uJs21Xk+Pjjj7npppuKLTCRkhYdDUOHwqFDjrl+Fc8sXr3hYx47NJk6R7YDYLi5YXnkERgxglqtWzsmMBERJ2B3AjR27Fj69OnD4cOHyc7OJjo6mt27d7N48WI+//zzK59AxEEuHO3ZvRvGjy+d61auDE8+CQEB5gRqT+sZws4s5JrP38SyOfF8p6efxhIZCf9fX0tEREqO3QnQfffdx4oVK3j99dexWCy88sortGnThs8++4zOnTuXRIwiReaI0Z6aNc1rjh79/3tuHTsGM2fCu+9CaqrZqVYtGDLELB3t61t6wYmIODm7EqCsrCxee+01nnzySTZs2FBSMYkUm5wJzWPHlux1+vWDTp3MHKd2bWjQAEJC/j/xSUqCt96C99+HM2fMA5o0geHDoX9/c/RHRERKld2FEKtWrcpvv/1GkyZNSigkx1MhxPIt51HXp5/CkiXnB1tKykcfwYMP5vPBr7/C5MmwbJkZFMCNN0JUFDzwALjZPQArIiKXUaKFEO+66y7Wr19f2NhESlR0tDm40rEjTJtWssmPry+sWnVR8mMYsGED3HMPXH+9mYFZrXDnnfC//8HPP8PDDyv5ERFxMLv/Fu7atSujRo3it99+IzAwkCpVquT6vHv37sUWnEhBldajLshnbg9AdrY55DRpEvz4o9nm4mKWjh45EoKCSj4wEREpMLsfgblcphCbxWLBmjPUX47pEVj5Eh1tziM+fLhkzl+lijnKc9ddF83tAcjIMEd5pkwxl5YBeHqapaOHD4d8amaJiEjJsOf32+4RoOzs7EIHJlKcSnrUJ9+RnhxpaTB3rvmcLTnZbKte3VzNNWQI+PmVTFAiIlIsijQR4ezZs3h5eRVXLCIFVlKjPmPHmltu1at30UhPjuRkc4+M2bMhPd1sa9AAhg0zt4n39i7egEREpETYnQBZrVZef/115syZw19//cUff/xB06ZNGTNmDE2aNGHAgAElEaeITXS0uYjKvoe3l+fvbw7m9Op1iQ5//GE+5lq8GDIzzbYWLcz5PY8+ChdsDCwiImWf3avAXnvtNe0GLw5jtZqPpYqa/IwdC19/DR9+CN9+a26wnm/ys3mzOZG5eXNzJ/bMTGjXzpzw/Ntv5lwfJT8iIuWOdoOXciUurmjVnK840gNmdvXVV2YNnwtLPtx3n1nDp337wgcgIiJlgnaDl3LDaoV16+w/rlYtePxx6NHjEvN6cpw7Z1Y1nDwZfvnFbHNzg8cegxEj4LrrCh27iIiULdoNXsqFwu7lNX78JVZxXej0aZg/39yu4sABs61qVXNSc0SEOWwkIiIVinaDlzLrwi0tpk2z79iGDc3FWpd91JWaCjNmmK9jx8y22rXNTGvQIKhRo7Chi4hIGafd4KVMKsru7Vcc9dm/3xztmTcP/v3XbLvqKrNwYb9+UKlSYcMWEZFywu5K0M5AlaAdq7DL3K84wXnHDnN+z4oV5zcnbdPGnNjcu/cVnpOJiEhZV6KVoEVKUmGXub/8Mowbl08OYxjmSq5Jk8zNSHN07mzW8OnUCSyWIkYtIiLlTYESoBo1amAp4I/E8ePHixSQOLfCLnPv1Omi5MdqhdWrzcTnp5/MNhcXc1OvkSPNkR8REXFaBUqApl0wA/XYsWP85z//oUuXLgQHBwMQHx/P//73P8aMGVMiQYrzyNlWq6AsFnPCc0jI/zecPQsffGBWbd6zx2zz8oInn4QXXoCmTYs1XhERKZ/sngPUu3dvOnbsyHPPPZerfcaMGXz99desXr26OONzCM0BcgyrFd5919xWqyByBiVXroRed56AOXPMpV8pKeYHNWrA4MHw/PNQp06JxCwiImWHPb/fdidAVatWZfv27XmKIe7Zs4ebbrqJU6dO2R9xGaMEqPQVZtWXvz/MGXOYbn9MM3dmP3ny/AeRkfDUU2Y9HxERcQr2/H7bvReYr68vn3zySZ721atX4+vra+/pmDVrFgEBAXh5eREYGEhcXNxl+2/YsIHAwEC8vLxo2rQpc+bMyfV5dHQ0QUFBVK9enSpVqnDjjTfywQcf2B2XlCyr1ZybvGwZTJhgrvoqaPITEQE//vd39t81gG6DA2DqVDP5ue46+O9/Ye9es5OSHxERuQS7V4GNHz+eAQMGsH79etscoB9++IGvvvrK7s1QV6xYQUREBLNmzaJ9+/bMnTuXrl27smvXLho1apSnf2JiIt26dePpp59myZIlbNy4kUGDBlG7dm169+4NQM2aNRk9ejTNmzfHw8ODzz//nP79+1OnTh26dOli7+1KCShsjR9/f1j8bDwdNk+Gdz49v1QsJMRcyt61qznRWURE5AoKVQfoxx9/ZPr06SQkJGAYBi1btmTIkCG0bdvWrvO0bduWNm3aMHv2bFtbixYt6NmzJxMnTszTPyoqijVr1pCQkGBrCw8PZ8eOHcTHx1/yOm3atOGee+7h1VdfLVBcegRWvHIqOicnm/OSx42zd5m7wSdPxdDj90lYvr9ghLBHDzPx+f9EXEREnFuJ1QE6d+4cAwcOZMyYMSxdurRIQWZmZrJ161ZefPHFXO2hoaFs2rQp32Pi4+MJDQ3N1dalSxfmz5/PuXPncHd3z/WZYRh888037N69m0mTJl0yloyMDDIyMmzv09PT7b0duYSiVHR24xyPsIwRTKH1vN/MRnd36NPHrNrcokXxBisiIk7DrucF7u7u+c7/KYzU1FSsVit+fn652v38/EjJWcVzkZSUlHz7Z2VlkZqaamtLS0ujatWqeHh4cM899/Duu+9edpuOiRMn4uPjY3v5a/PLPC6cs7N+/flCypf7PKeis73JTxVOMZRp7OUqFtOP1vxGVmVvM+lJTDQ3LlXyIyIiRWD3HKD777+f1atXExkZWSwBXFxg0TCMyxZdzK//xe3e3t5s376dU6dOsW7dOiIjI2natCkdOnTI95yjRo3KdT/p6elKgi6Q3yjOhZuN5vd5gwZmSR57HnXV4m+GMJ3BzKQm/wCQgh+LfCIYsTccfKsXzw2JiIjTszsBatasGa+++iqbNm0iMDCQKlWq5Pp8yJAhBTpPrVq1cHV1zTPac/To0TyjPDnq1q2bb383N7dcK9BcXFxsy/RvvPFGEhISmDhx4iUTIE9PTzw9PQsUt7O51L5chw+b7cOHm4uw8vu8oALYxwu8yZMsoBJnAdhDM6YygsX0ZekCL1ztX2AoIiJySXYnQPPmzaN69eps3bqVrVu35vrMYrEUOAHy8PAgMDCQ2NhY7r//flt7bGwsPXr0yPeY4OBgPvvss1xta9euJSgoKM/8nwsZhpFrjo8UzOX25cppe+st+/ftynEj2xjJZB7iI1zJBmAzNzOJKFbTkwb+riyddpnNTUVERArJ7gQoMTGx2C4eGRlJnz59CAoKIjg4mPfee4+kpCTCw8MB89HU4cOHWbx4MWCu+JoxYwaRkZE8/fTTxMfHM3/+fJYtW2Y758SJEwkKCuKqq64iMzOTmJgYFi9enGulmRRMQfblungu0JUZ3Mk3RDGJUGJtrV/RhUlE0XFcBx64xsLz9czV7dqgXURESkKhd4NPTU3FYrEUqvhhjrCwMI4dO8aECRNITk6mVatWxMTE0LhxYwCSk5NJSkqy9Q8ICCAmJoZhw4Yxc+ZM6tevz/Tp0201gABOnz7NoEGDOHToEJUqVaJ58+YsWbKEsLCwQsfprOzdl+tyXLDSm1WMZDJBmCOHWbiygjCmMILj/jcybZpGe0REpHTYVQfoxIkTjB49mhUrVvDPP+Yk1Ro1avDwww/zn//8h+rVq5dUnKVKdYBM69dDx45FO4cX/9KP/zKcqTRjLwBnqMR8BmBERFL7lgDqabRHRESKQYnUATp+/DjBwcEcPnyYxx57jBYtWmAYBgkJCSxatIh169axadMmatSoUeQbkLIhJMRc7XX48KXn+bi6QnZ23s+r8w+DmM1QyzvUMY4CcIyavMvzrK4/mFfera3RHhERcZgCjwBFRESwbt06vv766zyrtFJSUggNDaVTp068/fbbJRJoadII0Hk5q8Agd5KTU3UgZxVYzucNOMQw3mYg7+GNuTGu0agRf3Z/gW1tBlAnoIpGe0REpESUyG7wTZo0Ye7cuZfcT+urr74iPDyc/fv32x1wWaMEKLf86vz4+2ObsxMdDTMG7aLPX1N4jKV4cA6AtEat8XltJISFmRWcRURESlCJJECenp7s3buXhg0b5vv5oUOHaNasGWfPnrU/4jLG2RKgC/fqutR8nEv22bgRJk2CC8oTnLjhDrz/E4XrPXefHyoSEREpYSUyB6hWrVrs37//kglQYmJikVaEiWNcqcpzDldXsNWRzM6GL74wE5+NG802iwXuvx9GjqS6nZviioiIlLYC7wV29913M3r0aDIzM/N8lpGRwZgxY7j77ruLNTgpWZfaqyunynN09EUHZGbCokXQujV0724mPx4e8NRTkJAAq1aBkh8RESkHCvwI7NChQwQFBeHp6cngwYNp3rw5ALt27WLWrFlkZGSwZcuWCrGHljM8ArNaoUmTSxc6tFjMkaDERHA9cxLefx/efvv8AdWqQXg4RESYz8REREQcrEQegTVs2JD4+HgGDRrEqFGjcm1C2rlzZ2bMmFEhkh9ncaUqz4YBGQf/4lC/6TT+YhacOGF+UK+emfQ88wz4+JRGqCIiIsXOrkrQAQEBfPnll/zzzz/s2bMHMDdHrVmzZokEJyXnclWem7KX4UylPwvxWvr/e6hdcw2MGAF9+oA2jhURkXKuUFth1KhRg1tuuaW4Y5FSlN9TqzZsJYpJ9GaVbXPS9BZtqfZaFPToAS4FnjImIiJSphV6LzAp32xVng8ZdOJropjEXayzfR5DVxbWjmL5L7eDm5ayi4hIxaIEyEm5GlmsenAlbm9Ppg3bAHNz0mU8wlRG8KvlelbOAVf9L0RERCog/bw5m3//hYULYepUbklMBOCMpTLvG0/xFpEk0Rh/f1g5TTuzi4hIxaUEyFkcPw4zZ8K778Lff5tttWrB88/jGT6YG3b58sZlKkGLiIhUJEqAKpB8t6s4nGTW73n/fTh92uzYpIm5i2n//lC5Mq5AhzqOjFxERKR0KQGqIC7e0uI6fmNc5cn0yliGizXLbLzhBoiKggcfBDf90YuIiPPSr2AFkLOlhWEY3Mb3RDGJe/kCzpifH23VkTpToyA0VJuTioiIYMdeYFI2Wa0QMSSb7sZqNtKeOG7nXr4gGwsf8wC3sJmgtG+w3tVFyY+IiMj/0whQeZaRwZ4xS/nf4Sm04HcAzuLJIp7gTV7gT642+x005wbZdnMXERFxckqAyqP0dJg7F6ZNo/mRIwCcwIdZDGI6Q/iLunkOudzWFyIiIs5GCVB5kpwM06fD7NmQlgZARq36jE4dxnsM5CSX3vlWG7aLiIicpwSoPNizB6ZMgf/+FzIzzbbmzWHkSNzCHmXFtZ6cOgwYeQ+1WMwtL0JCSjViERGRMk2ToMuyn34yl3dde61ZxyczE4KDYfVq2LkT+vfHtbIn77xjdr94jnPO+2nTVNhQRETkQkqAyhrDgK++go4d4ZZbYNUqs+3ee82ZzJs25dmZvVcvWLkSGjTIfaqGDc12bWkhIiKSmx6BlRVZWfDRRzB5MuzYYba5ucGjj8KIEdCq1WUP79XLzIvyVILWyI+IiEgeSoAc7cwZmD8f3nwTDhww26pUgYEDISICGjUq8KlcXbXUXUREpCCUADnKsWMwY4a5OemxY2Zb7dowZAgMGgQ1azo2PhERkQpMCVBpO3DAHO2ZP98c/QFo2tTcnPSJJ6BSJYeGJyIi4gyUAJWmlSvh4YfN/SsAbrrJ3Jy0d29tTioiIlKK9Ktbmm6/HdzdzRVeUVHQqZP25xIREXEAJUClqU4d+PPPvOvVRUREpFSpDlBpU/IjIiLicA5PgGbNmkVAQABeXl4EBgYSFxd32f4bNmwgMDAQLy8vmjZtypw5c3J9/v777xMSEkKNGjWoUaMGd911F5s3by7JWxAREZFyxqEJ0IoVK4iIiGD06NFs27aNkJAQunbtSlJSUr79ExMT6datGyEhIWzbto2XXnqJIUOGsGrVKluf9evX88gjj/Dtt98SHx9Po0aNCA0N5fDhw6V1WyIiIlLGWQzDyGcLzdLRtm1b2rRpw+zZs21tLVq0oGfPnkycODFP/6ioKNasWUNCQoKtLTw8nB07dhAfH5/vNaxWKzVq1GDGjBn07du3QHGlp6fj4+NDWloa1apdeod1ERERKTvs+f122AhQZmYmW7duJTQ0NFd7aGgomzZtyveY+Pj4PP27dOnCli1bOHfuXL7HnDlzhnPnzlHzMoUFMzIySE9Pz/USERGRisthCVBqaipWqxU/P79c7X5+fqSkpOR7TEpKSr79s7KySE1NzfeYF198kQYNGnDXXXddMpaJEyfi4+Nje/n7+9t5NyIiIlKeOHwStOWiOjiGYeRpu1L//NoBJk+ezLJly4iOjsbLy+uS5xw1ahRpaWm218GDB+25BRERESlnHFYHqFatWri6uuYZ7Tl69GieUZ4cdevWzbe/m5sbvr6+udqnTp3K66+/ztdff831119/2Vg8PT3x9PQsxF2IiIhIeeSwESAPDw8CAwOJjY3N1R4bG0u7du3yPSY4ODhP/7Vr1xIUFIS7u7utbcqUKbz66qt89dVXBAUFFX/wIiIiUq459BFYZGQk8+bNY8GCBSQkJDBs2DCSkpIIDw8HzEdTF67cCg8P58CBA0RGRpKQkMCCBQuYP38+w4cPt/WZPHkyL7/8MgsWLKBJkyakpKSQkpLCqVOnSv3+REREpGxy6FYYYWFhHDt2jAkTJpCcnEyrVq2IiYmhcePGACQnJ+eqCRQQEEBMTAzDhg1j5syZ1K9fn+nTp9O7d29bn1mzZpGZmckDDzyQ61pjx45l3LhxpXJfIiIiUrY5tA5QWaU6QCIiIuVPuagDJCIiIuIoSoBERETE6SgBEhEREaejBEhEREScjhIgERERcTpKgERERMTpKAESERERp6MESERERJyOEiARERFxOkqARERExOkoARIRERGnowRIREREnI4SIBEREXE6SoBERETE6SgBEhEREaejBEhEREScjhIgERERcTpKgERERMTpKAESERERp6MESERERJyOEiARERFxOkqARERExOkoARIRERGnowRIREREnI4SIBEREXE6SoBERETE6SgBEhEREaejBEhEREScjhIgERERcTpKgERERMTpKAESERERp6MESERERJyOwxOgWbNmERAQgJeXF4GBgcTFxV22/4YNGwgMDMTLy4umTZsyZ86cXJ/v3LmT3r1706RJEywWC9OmTSvB6EVERKQ8cmgCtGLFCiIiIhg9ejTbtm0jJCSErl27kpSUlG//xMREunXrRkhICNu2beOll15iyJAhrFq1ytbnzJkzNG3alDfeeIO6deuW1q2IiIhIOWIxDMNw1MXbtm1LmzZtmD17tq2tRYsW9OzZk4kTJ+bpHxUVxZo1a0hISLC1hYeHs2PHDuLj4/P0b9KkCREREURERNgVV3p6Oj4+PqSlpVGtWjW7jhURERHHsOf322EjQJmZmWzdupXQ0NBc7aGhoWzatCnfY+Lj4/P079KlC1u2bOHcuXMlFquIiIhULG6OunBqaipWqxU/P79c7X5+fqSkpOR7TEpKSr79s7KySE1NpV69eoWKJSMjg4yMDNv79PT0Qp1HREREygeHT4K2WCy53huGkaftSv3za7fHxIkT8fHxsb38/f0LfS4REREp+xyWANWqVQtXV9c8oz1Hjx7NM8qTo27duvn2d3Nzw9fXt9CxjBo1irS0NNvr4MGDhT6XiIiIlH0OS4A8PDwIDAwkNjY2V3tsbCzt2rXL95jg4OA8/deuXUtQUBDu7u6FjsXT05Nq1arleomIiEjF5dBHYJGRkcybN48FCxaQkJDAsGHDSEpKIjw8HDBHZvr27WvrHx4ezoEDB4iMjCQhIYEFCxYwf/58hg8fbuuTmZnJ9u3b2b59O5mZmRw+fJjt27fz559/lvr9iYiISNnk0GXwYBZCnDx5MsnJybRq1Yq3336b22+/HYAnnniC/fv3s379elv/DRs2MGzYMHbu3En9+vWJioqyJUwA+/fvJyAgIM917rjjjlznuRwtgxcRESl/7Pn9dngCVBYpARIRESl/ykUdIBERERFHUQIkIiIiTkcJkIiIiDgdJUAiIiLidJQAiYiIiNNRAiQiIiJORwmQiIiIOB0lQCIiIuJ0lACJiIiI01ECJCIiIk5HCZCIiIg4HSVAIiIi4nSUAImIiIjTUQIkIiIiTkcJkIiIiDgdJUAiIiLidJQAiYiIiNNRAiQiIiJORwmQiIiIOB0lQCIiIuJ0lACJiIiI01ECJCIiIk5HCZCIiIg4HSVAIiIi4nSUAImIiIjTUQIkIiIiTkcJkIiIiDgdJUAiIiLidJQAiYiIiNNRAiQiIiJORwmQiIiIOB0lQCIiIuJ03BwdgDOxWiEuDpKToV49CAkBV1dHRyUiIuJ8HD4CNGvWLAICAvDy8iIwMJC4uLjL9t+wYQOBgYF4eXnRtGlT5syZk6fPqlWraNmyJZ6enrRs2ZJPPvmkpMIvsOhoaNIEOnaERx81/9mkidkuIiIipcuhCdCKFSuIiIhg9OjRbNu2jZCQELp27UpSUlK+/RMTE+nWrRshISFs27aNl156iSFDhrBq1Spbn/j4eMLCwujTpw87duygT58+PPTQQ/z444+ldVt5REfDAw/AoUO52w8fNtuVBImIiJQui2EYhqMu3rZtW9q0acPs2bNtbS1atKBnz55MnDgxT/+oqCjWrFlDQkKCrS08PJwdO3YQHx8PQFhYGOnp6Xz55Ze2PnfffTc1atRg2bJlBYorPT0dHx8f0tLSqFatWmFvDzAfezVpkjf5yWGxQMOGkJiox2EiIiJFYc/vt8NGgDIzM9m6dSuhoaG52kNDQ9m0aVO+x8THx+fp36VLF7Zs2cK5c+cu2+dS5wTIyMggPT0916u4xMVdOvkBMAw4eNDsJyIiIqXDYQlQamoqVqsVPz+/XO1+fn6kpKTke0xKSkq+/bOyskhNTb1sn0udE2DixIn4+PjYXv7+/oW5pXwlJxdvPxERESk6h0+Ctlgsud4bhpGn7Ur9L26395yjRo0iLS3N9jp48GCB47+SevWKt5+IiIgUncOWwdeqVQtXV9c8IzNHjx7NM4KTo27duvn2d3Nzw9fX97J9LnVOAE9PTzw9PQtzG1cUEmLO8Tl82HzcdbGcOUAhISVyeREREcmHw0aAPDw8CAwMJDY2Nld7bGws7dq1y/eY4ODgPP3Xrl1LUFAQ7u7ul+1zqXOWNFdXeOcd898vHoTKeT9tmiZAi4iIlCaHPgKLjIxk3rx5LFiwgISEBIYNG0ZSUhLh4eGA+Wiqb9++tv7h4eEcOHCAyMhIEhISWLBgAfPnz2f48OG2PkOHDmXt2rVMmjSJ33//nUmTJvH1118TERFR2rdn06sXrFwJDRrkbm/Y0Gzv1csxcYmIiDgrh1aCDgsL49ixY0yYMIHk5GRatWpFTEwMjRs3BiA5OTlXTaCAgABiYmIYNmwYM2fOpH79+kyfPp3evXvb+rRr147ly5fz8ssvM2bMGK666ipWrFhB27ZtS/3+LtSrF/TooUrQIiIiZYFD6wCVVcVZB0hERERKR7moAyQiIiLiKEqARERExOkoARIRERGnowRIREREnI4SIBEREXE6SoBERETE6SgBEhEREaejBEhEREScjhIgERERcToO3QqjrMopjp2enu7gSERERKSgcn63C7LJhRKgfJw8eRIAf39/B0ciIiIi9jp58iQ+Pj6X7aO9wPKRnZ3NkSNH8Pb2xmKx2NrT09Px9/fn4MGD2iOskPQdFp2+w6LR91d0+g6LTt9h0Vzq+zMMg5MnT1K/fn1cXC4/y0cjQPlwcXGhYcOGl/y8WrVq+h9sEek7LDp9h0Wj76/o9B0Wnb7Dosnv+7vSyE8OTYIWERERp6MESERERJyOEiA7eHp6MnbsWDw9PR0dSrml77Do9B0Wjb6/otN3WHT6DoumOL4/TYIWERERp6MRIBEREXE6SoBERETE6SgBEhEREaejBEhEREScjhKgIujevTuNGjXCy8uLevXq0adPH44cOeLosMqF/fv3M2DAAAICAqhUqRJXXXUVY8eOJTMz09GhlSuvvfYa7dq1o3LlylSvXt3R4ZQLs2bNIiAgAC8vLwIDA4mLi3N0SOXGd999x3333Uf9+vWxWCysXr3a0SGVKxMnTuTmm2/G29ubOnXq0LNnT3bv3u3osMqV2bNnc/3119sKIAYHB/Pll18W6lxKgIqgY8eOfPTRR+zevZtVq1axd+9eHnjgAUeHVS78/vvvZGdnM3fuXHbu3Mnbb7/NnDlzeOmllxwdWrmSmZnJgw8+yLPPPuvoUMqFFStWEBERwejRo9m2bRshISF07dqVpKQkR4dWLpw+fZobbriBGTNmODqUcmnDhg0MHjyYH374gdjYWLKysggNDeX06dOODq3caNiwIW+88QZbtmxhy5Yt3HnnnfTo0YOdO3fafS4tgy9Ga9asoWfPnmRkZODu7u7ocMqdKVOmMHv2bPbt2+foUMqdRYsWERERwYkTJxwdSpnWtm1b2rRpw+zZs21tLVq0oGfPnkycONGBkZU/FouFTz75hJ49ezo6lHLr77//pk6dOmzYsIHbb7/d0eGUWzVr1mTKlCkMGDDAruM0AlRMjh8/ztKlS2nXrp2Sn0JKS0ujZs2ajg5DKqjMzEy2bt1KaGhorvbQ0FA2bdrkoKjEmaWlpQHo771CslqtLF++nNOnTxMcHGz38UqAiigqKooqVarg6+tLUlISn376qaNDKpf27t3Lu+++S3h4uKNDkQoqNTUVq9WKn59frnY/Pz9SUlIcFJU4K8MwiIyM5LbbbqNVq1aODqdc+fXXX6latSqenp6Eh4fzySef0LJlS7vPowToIuPGjcNisVz2tWXLFlv/ESNGsG3bNtauXYurqyt9+/bFmZ8q2vv9ARw5coS7776bBx98kKeeespBkZcdhfkOpeAsFkuu94Zh5GkTKWnPPfccv/zyC8uWLXN0KOXOtddey/bt2/nhhx949tln6devH7t27bL7PG4lEFu59txzz/Hwww9ftk+TJk1s/16rVi1q1arFNddcQ4sWLfD39+eHH34o1HBcRWDv93fkyBE6duxIcHAw7733XglHVz7Y+x1KwdSqVQtXV9c8oz1Hjx7NMyokUpKef/551qxZw3fffUfDhg0dHU654+HhQbNmzQAICgrip59+4p133mHu3Ll2nUcJ0EVyEprCyBn5ycjIKM6QyhV7vr/Dhw/TsWNHAgMDWbhwIS4uGpCEov1vUC7Nw8ODwMBAYmNjuf/++23tsbGx9OjRw4GRibMwDIPnn3+eTz75hPXr1xMQEODokCoEwzAK9burBKiQNm/ezObNm7ntttuoUaMG+/bt45VXXuGqq65y2tEfexw5coQOHTrQqFEjpk6dyt9//237rG7dug6MrHxJSkri+PHjJCUlYbVa2b59OwDNmjWjatWqjg2uDIqMjKRPnz4EBQXZRh2TkpI096yATp06xZ9//ml7n5iYyPbt26lZsyaNGjVyYGTlw+DBg/nwww/59NNP8fb2to1G+vj4UKlSJQdHVz689NJLdO3aFX9/f06ePMny5ctZv349X331lf0nM6RQfvnlF6Njx45GzZo1DU9PT6NJkyZGeHi4cejQIUeHVi4sXLjQAPJ9ScH169cv3+/w22+/dXRoZdbMmTONxo0bGx4eHkabNm2MDRs2ODqkcuPbb7/N939v/fr1c3Ro5cKl/s5buHCho0MrN5588knb/39r165tdOrUyVi7dm2hzqU6QCIiIuJ0NOlCREREnI4SIBEREXE6SoBERETE6SgBEhEREaejBEhEREScjhIgERERcTpKgERERMTpKAEScUL79+/HYrHYKkeXF02aNGHatGnFdr4OHToQERFRbOdzBIvFwurVq4Hy++cq4ghKgEQqmCvtJP/EE084OsQrWrRoEdWrV8/T/tNPPzFw4MDSD6gMGDduHDfeeGOe9uTkZLp27Vr6AYmUc9oLTKSCSU5Otv37ihUreOWVV9i9e7etrVKlSvzzzz+OCA2r1YrFYin0xre1a9cu5ojKP+2dJ1I4GgESqWDq1q1re/n4+GCxWPK05di3bx8dO3akcuXK3HDDDcTHx+c616ZNm7j99tupVKkS/v7+DBkyhNOnT9s+/+eff+jbty81atSgcuXKdO3alT179tg+zxnJ+fzzz2nZsiWenp4cOHCAzMxMRo4cSYMGDahSpQpt27Zl/fr1AKxfv57+/fuTlpZmG7UaN24ckPcR2IkTJxg4cCB+fn54eXnRqlUrPv/8cwCOHTvGI488QsOGDalcuTKtW7dm2bJldn+fb7zxBn5+fnh7ezNgwABefPHFXCMx+T1G69mzZ66RtiVLlhAUFIS3tzd169bl0Ucf5ejRo7bP169fj8ViYd26dQQFBVG5cmXatWtnS1wXLVrE+PHj2bFjh+07WbRoEZD7EVh+du3aRbdu3ahatSp+fn706dOH1NRU2+crV66kdevWVKpUCV9fX+66665cf8YiFZUSIBEnNnr0aIYPH8727du55ppreOSRR8jKygLg119/pUuXLvTq1YtffvmFFStW8P333/Pcc8/Zjn/iiSfYsmULa9asIT4+HsMw6NatG+fOnbP1OXPmDBMnTmTevHns3LmTOnXq0L9/fzZu3Mjy5cv55ZdfePDBB7n77rvZs2cP7dq1Y9q0aVSrVo3k5GSSk5MZPnx4ntizs7Pp2rUrmzZtYsmSJezatYs33ngDV1dXAM6ePUtgYCCff/45v/32GwMHDqRPnz78+OOPBf5+PvroI8aOHctrr73Gli1bqFevHrNmzbL7e87MzOTVV19lx44drF69msTExHwfRY4ePZo333yTLVu24ObmxpNPPglAWFgYL7zwAtddd53tOwkLC7vidZOTk7njjju48cYb2bJlC1999RV//fUXDz30kO3zRx55hCeffJKEhATWr19Pr1690BaR4hSKcZNWESljFi5caPj4+ORpT0xMNABj3rx5tradO3cagJGQkGAYhmH06dPHGDhwYK7j4uLiDBcXF+Pff/81/vjjDwMwNm7caPs8NTXVqFSpkvHRRx/Zrg8Y27dvt/X5888/DYvFYhw+fDjXuTt16mSMGjXqsnE3btzYePvttw3DMIz//e9/houLi7F79+4Cfx/dunUzXnjhBdv7O+64wxg6dOgl+wcHBxvh4eG52tq2bWvccMMNlz1Hjx49LrtD+ubNmw3AOHnypGEY53dZ//rrr219vvjiCwMw/v33X8MwDGPs2LG5rpsDMD755BPDMM7/uW7bts0wDMMYM2aMERoamqv/wYMHDcDYvXu3sXXrVgMw9u/ff8lYRSoqjQCJOLHrr7/e9u/16tUDsD2a2bp1K4sWLaJq1aq2V5cuXcjOziYxMZGEhATc3Nxo27at7Ry+vr5ce+21JCQk2No8PDxyXefnn3/GMAyuueaaXOfesGEDe/fuLXDs27dvp2HDhlxzzTX5fm61Wnnttde4/vrr8fX1pWrVqqxdu5akpKQCXyMhIYHg4OBcbRe/L4ht27bRo0cPGjdujLe3Nx06dADIE8vl/jwKY+vWrXz77be5vufmzZsDsHfvXm644QY6depE69atefDBB3n//fcdNj9MpLRpErSIE3N3d7f9u8ViAcxHSzn/fOaZZxgyZEie4xo1asQff/yR7zkNw7CdC8xJ1xe+z87OxtXVla1bt9oeV+WoWrVqgWOvVKnSZT9/8803efvtt5k2bRqtW7emSpUqREREkJmZWeBrFISLi0ueR0YXPgI8ffo0oaGhhIaGsmTJEmrXrk1SUhJdunTJE8vl/jwKIzs7m/vuu49Jkybl+axevXq4uroSGxvLpk2bWLt2Le+++y6jR4/mxx9/JCAgoNDXFSkPlACJSL7atGnDzp07adasWb6ft2zZkqysLH788UfatWsHmBOP//jjD1q0aHHJ8950001YrVaOHj1KSEhIvn08PDywWq2Xje/666/n0KFD/PHHH/mOAsXFxdGjRw8ef/xxwEwG9uzZc9nYLtaiRQt++OEH+vbta2v74YcfcvWpXbt2rpV3VquV3377jY4dOwLw+++/k5qayhtvvIG/vz8AW7ZsKXAMOQrynVysTZs2rFq1iiZNmuDmlv9f9xaLhfbt29O+fXteeeUVGjduzCeffEJkZKTdMYqUJ3oEJiL5ioqKIj4+nsGDB7N9+3b27NnDmjVreP755wG4+uqr6dGjB08//TTff/89O3bs4PHHH6dBgwb06NHjkue95ppreOyxx+jbty/R0dEkJiby008/MWnSJGJiYgBztdepU6dYt24dqampnDlzJs957rjjDm6//XZ69+5NbGwsiYmJfPnll3z11VcANGvWzDa6kZCQwDPPPENKSopd38HQoUNZsGABCxYs4I8//mDs2LHs3LkzV58777yTL774gi+++ILff/+dQYMGceLECdvnjRo1wsPDg3fffZd9+/axZs0aXn31VbviyPlOEhMT2b59O6mpqWRkZFzxmMGDB3P8+HEeeeQRNm/ezL59+1i7di1PPvkkVquVH3/8kddff50tW7aQlJREdHQ0f//9t11Jokh5pQRIRPJ1/fXXs2HDBvbs2UNISAg33XQTY8aMsc1NAVi4cCGBgYHce++9BAcHYxgGMTExuR7l5GfhwoX07duXF154gWuvvZbu3bvz448/2kZI2rVrR3h4OGFhYdSuXZvJkyfne55Vq1Zx880388gjj9CyZUtGjhxpGyUZM2YMbdq0oUuXLnTo0IG6devSs2dPu76DsLAwXnnlFaKioggMDOTAgQM8++yzufo8+eST9OvXj759+3LHHXcQEBBgG/0Bc4Ro0aJFfPzxx7Rs2ZI33niDqVOn2hUHQO/evbn77rvp2LEjtWvXLtCS/vr167Nx40asVitdunShVatWDB06FB8fH1xcXKhWrRrfffcd3bp145prruHll1/mzTffVGFFcQoW4+KH1yIicknjxo1j9erV2m5CpJzTCJCIiIg4HSVAIiIi4nT0CExEREScjkaARERExOkoARIRERGnowRIREREnI4SIBEREXE6SoBERETE6SgBEhEREaejBEhEREScjhIgERERcTpKgERERMTp/B/2aQUsg8XVzgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------- 12 --------\n",
      "Now we are preprocess  care_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  authority_strength\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  loyalty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  fairness_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  liberty_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now we are preprocess  sanctity_strength\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 1\n",
    "for i in [tiktok_c_she, tiktok_c_he, tiktok_c_we, tiktok_v_she, tiktok_v_he, tiktok_v_we,\n",
    "         youtube_c_she, youtube_c_he, youtube_c_we, youtube_v_she, youtube_v_he, youtube_v_we]:\n",
    "    \n",
    "    print('--------', str(n) ,  '--------') #tell which i is now under prorcessing\n",
    "    \n",
    "    for m in ['care', 'authority', 'loyalty', 'fairness', 'liberty', 'sanctity']:\n",
    "    \n",
    "        stats.probplot(i[m + '_strength'], dist=\"norm\", plot=pylab)\n",
    "        print('Now we are preprocess ', m + '_strength')\n",
    "        pylab.show()\n",
    "\n",
    "        rng = np.random.default_rng()\n",
    "        \n",
    "        '''\n",
    "        # k-s test to test normality\n",
    "        stats.kstest(i[m + '_strength'].to_numpy(),\n",
    "                     \"norm\", alternative='less')\n",
    "        '''\n",
    "    \n",
    "    n += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a017afe",
   "metadata": {},
   "source": [
    "#### Perform independent two sample t-test (Welch’s t-Test)\n",
    "- https://www.statology.org/pandas-t-test/\n",
    "- Welch’s t-test is similar to the independent two sample t-test, except it does not assume that the two populations that the samples came from have equal variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "62246bfc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "386\n",
      "1050\n"
     ]
    }
   ],
   "source": [
    "female_YouTube = df[(df['female'] == True) & (df['male'] == False) & (df['platform'] == 'YouTube')]\n",
    "male_YouTube = df[(df['male'] == True) & (df['female'] == False) & (df['platform'] == 'YouTube')]\n",
    "\n",
    "print(len(female_YouTube))\n",
    "print(len(male_YouTube))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9d03e343",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "care\n",
      "care : Ttest_indResult(statistic=2.536406569448479, pvalue=0.01139558681457181)\n",
      "Cohen's d: 0.14652630980770678\n",
      "\n",
      "\n",
      "authority\n",
      "authority : Ttest_indResult(statistic=1.391020267536118, pvalue=0.16464933573729873)\n",
      "Cohen's d: 0.08179274388428481\n",
      "\n",
      "\n",
      "loyalty\n",
      "loyalty : Ttest_indResult(statistic=3.533510469982823, pvalue=0.0004332185923030438)\n",
      "Cohen's d: 0.20157935466766544\n",
      "\n",
      "\n",
      "fairness\n",
      "fairness : Ttest_indResult(statistic=3.776206617118755, pvalue=0.00016956726716981714)\n",
      "Cohen's d: 0.209705241717614\n",
      "\n",
      "\n",
      "sanctity\n",
      "sanctity : Ttest_indResult(statistic=2.239676043765569, pvalue=0.02538341416468585)\n",
      "Cohen's d: 0.12798128727532607\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for moral in ['care', 'authority', 'loyalty', 'fairness', 'sanctity']:\n",
    "    print(moral)\n",
    "    group1 = female_YouTube[moral + '_valence']\n",
    "    group2 = male_YouTube[moral + '_valence']\n",
    "\n",
    "    print(moral, ':', ttest_ind(group1, group2, equal_var=False))\n",
    "    cohen_d = (np.mean(group1) - np.mean(group2)) / np.sqrt(((np.std(group1, ddof=1) ** 2 + np.std(group2, ddof=1) ** 2) / 2))\n",
    "    print(\"Cohen's d:\", cohen_d)\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ef048ad1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "150\n",
      "170\n"
     ]
    }
   ],
   "source": [
    "female_TikTok = df[(df['female'] == True) & (df['male'] == False) & (df['platform'] == 'TikTok')]\n",
    "male_TikTok = df[(df['male'] == True) & (df['female'] == False) & (df['platform'] == 'TikTok')]\n",
    "\n",
    "print(len(female_TikTok))\n",
    "print(len(male_TikTok))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9d443794",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "care\n",
      "care : Ttest_indResult(statistic=-1.1254871078351922, pvalue=0.26123623724244527)\n",
      "Cohen's d: -0.1252929025510892\n",
      "\n",
      "\n",
      "authority\n",
      "authority : Ttest_indResult(statistic=-2.141242804487376, pvalue=0.03301660758457893)\n",
      "Cohen's d: -0.23934137141650438\n",
      "\n",
      "\n",
      "loyalty\n",
      "loyalty : Ttest_indResult(statistic=-0.8099350499377647, pvalue=0.418589736191612)\n",
      "Cohen's d: -0.09067014614383019\n",
      "\n",
      "\n",
      "fairness\n",
      "fairness : Ttest_indResult(statistic=0.28999747642365326, pvalue=0.7720071981116081)\n",
      "Cohen's d: 0.03237089844941674\n",
      "\n",
      "\n",
      "sanctity\n",
      "sanctity : Ttest_indResult(statistic=-0.2962569520752568, pvalue=0.7672275530998679)\n",
      "Cohen's d: -0.033099017446498576\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for moral in ['care', 'authority', 'loyalty', 'fairness', 'sanctity']:\n",
    "    print(moral)\n",
    "    group1 = female_TikTok[moral + '_valence']\n",
    "    group2 = male_TikTok[moral + '_valence']\n",
    "\n",
    "    print(moral, ':', ttest_ind(group1, group2, equal_var=False))\n",
    "    cohen_d = (np.mean(group1) - np.mean(group2)) / np.sqrt(((np.std(group1, ddof=1) ** 2 + np.std(group2, ddof=1) ** 2) / 2))\n",
    "    print(\"Cohen's d:\", cohen_d)\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0f3a036",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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